[
  {
    "id": "HUB-PROSTUDIO",
    "title": "Pro Studio",
    "description": "Professional in-browser tools for research and evaluation — research-question and ToR builders, logframe, empathy map, AI canvas, code converter, qualitative insights. Free to use; Premium to export. Plus free reference tools and premium AI.",
    "type": "page",
    "category": "Tools",
    "url": "/premium-tools/",
    "tags": [
      "pro studio",
      "tools",
      "builders",
      "logframe",
      "research question",
      "tor",
      "premium"
    ]
  },
  {
    "id": "BCT001",
    "title": "Goal Setting (Behavior)",
    "description": "Set or agree on a goal defined in terms of the behavior to be achieved",
    "type": "bct",
    "category": "Goals & Planning",
    "url": "/bct-repository.html#BCT001",
    "tags": [
      "Health",
      "Livelihoods",
      "Education",
      "Nutrition"
    ]
  },
  {
    "id": "BCT002",
    "title": "Goal Setting (Outcome)",
    "description": "Set or agree on a goal defined in terms of a positive outcome of wanted behavior",
    "type": "bct",
    "category": "Goals & Planning",
    "url": "/bct-repository.html#BCT002",
    "tags": [
      "Health",
      "Nutrition",
      "Agriculture",
      "Education"
    ]
  },
  {
    "id": "BCT003",
    "title": "Problem Solving",
    "description": "Analyse or prompt the person to analyse factors influencing their behavior and generate or select strategies that include overcoming barriers",
    "type": "bct",
    "category": "Goals & Planning",
    "url": "/bct-repository.html#BCT003",
    "tags": [
      "Health",
      "Gender",
      "Livelihoods",
      "WASH"
    ]
  },
  {
    "id": "BCT004",
    "title": "Action Planning",
    "description": "Prompt detailed planning of performance of the behavior including context, frequency, duration, or intensity",
    "type": "bct",
    "category": "Goals & Planning",
    "url": "/bct-repository.html#BCT004",
    "tags": [
      "Health",
      "WASH",
      "Education",
      "Nutrition"
    ]
  },
  {
    "id": "BCT005",
    "title": "Review Behavior Goals",
    "description": "Review and reconsider previously set behavioral goals and modify if needed",
    "type": "bct",
    "category": "Goals & Planning",
    "url": "/bct-repository.html#BCT005",
    "tags": [
      "Livelihoods",
      "Health",
      "Agriculture",
      "Financial Inclusion"
    ]
  },
  {
    "id": "BCT006",
    "title": "Review Outcome Goals",
    "description": "Review and reconsider previously set outcome goals and modify if needed",
    "type": "bct",
    "category": "Goals & Planning",
    "url": "/bct-repository.html#BCT006",
    "tags": [
      "Nutrition",
      "Health",
      "Agriculture",
      "Education"
    ]
  },
  {
    "id": "BCT007",
    "title": "Discrepancy Between Current Behavior and Goal",
    "description": "Draw attention to discrepancies between a person's current behavior and their previously set goals",
    "type": "bct",
    "category": "Goals & Planning",
    "url": "/bct-repository.html#BCT007",
    "tags": [
      "Health",
      "WASH",
      "Education",
      "Nutrition"
    ]
  },
  {
    "id": "BCT008",
    "title": "Behavioral Contract",
    "description": "Create a written specification of the behavior to be performed, agreed by the person and witnessed by another",
    "type": "bct",
    "category": "Goals & Planning",
    "url": "/bct-repository.html#BCT008",
    "tags": [
      "WASH",
      "Health",
      "Governance",
      "Education"
    ]
  },
  {
    "id": "BCT009",
    "title": "Commitment",
    "description": "Ask the person to affirm or reaffirm statements indicating commitment to change the behavior",
    "type": "bct",
    "category": "Goals & Planning",
    "url": "/bct-repository.html#BCT009",
    "tags": [
      "Health",
      "WASH",
      "Gender",
      "Governance"
    ]
  },
  {
    "id": "BCT010",
    "title": "Self-Monitoring of Behavior",
    "description": "Establish a method for the person to monitor and record their behavior as part of a behavior change strategy",
    "type": "bct",
    "category": "Feedback & Monitoring",
    "url": "/bct-repository.html#BCT010",
    "tags": [
      "Health",
      "Nutrition",
      "WASH",
      "Education"
    ]
  },
  {
    "id": "BCT011",
    "title": "Self-Monitoring of Outcome",
    "description": "Establish a method for the person to monitor and record the outcome of their behavior",
    "type": "bct",
    "category": "Feedback & Monitoring",
    "url": "/bct-repository.html#BCT011",
    "tags": [
      "Agriculture",
      "Health",
      "Nutrition",
      "Financial Inclusion"
    ]
  },
  {
    "id": "BCT012",
    "title": "Monitoring of Behavior by Others",
    "description": "Observe or record the person's behavior as part of a behavior change strategy",
    "type": "bct",
    "category": "Feedback & Monitoring",
    "url": "/bct-repository.html#BCT012",
    "tags": [
      "Health",
      "WASH",
      "Nutrition",
      "Education"
    ]
  },
  {
    "id": "BCT013",
    "title": "Monitoring of Outcome by Others",
    "description": "Observe or record outcomes of a person's behavior as part of a behavior change strategy",
    "type": "bct",
    "category": "Feedback & Monitoring",
    "url": "/bct-repository.html#BCT013",
    "tags": [
      "Nutrition",
      "Health",
      "Education",
      "WASH"
    ]
  },
  {
    "id": "BCT014",
    "title": "Feedback on Behavior",
    "description": "Provide informative or evaluative feedback on performance of the behavior",
    "type": "bct",
    "category": "Feedback & Monitoring",
    "url": "/bct-repository.html#BCT014",
    "tags": [
      "Health",
      "Education",
      "Governance",
      "WASH"
    ]
  },
  {
    "id": "BCT015",
    "title": "Feedback on Outcome",
    "description": "Provide feedback on the outcome of the person's behavior",
    "type": "bct",
    "category": "Feedback & Monitoring",
    "url": "/bct-repository.html#BCT015",
    "tags": [
      "Nutrition",
      "Health",
      "Agriculture",
      "WASH"
    ]
  },
  {
    "id": "BCT016",
    "title": "Biofeedback",
    "description": "Provide feedback about the body using an external monitoring device",
    "type": "bct",
    "category": "Feedback & Monitoring",
    "url": "/bct-repository.html#BCT016",
    "tags": [
      "Health",
      "Nutrition"
    ]
  },
  {
    "id": "BCT017",
    "title": "Social Support (Unspecified)",
    "description": "Advise on, arrange, or provide social support from friends, relatives, colleagues, or community",
    "type": "bct",
    "category": "Social Support",
    "url": "/bct-repository.html#BCT017",
    "tags": [
      "Health",
      "Gender",
      "Livelihoods",
      "Education"
    ]
  },
  {
    "id": "BCT018",
    "title": "Social Support (Practical)",
    "description": "Advise on, arrange, or provide practical help for performance of the behavior",
    "type": "bct",
    "category": "Social Support",
    "url": "/bct-repository.html#BCT018",
    "tags": [
      "Livelihoods",
      "Health",
      "Education",
      "Social Protection"
    ]
  },
  {
    "id": "BCT019",
    "title": "Social Support (Emotional)",
    "description": "Advise on, arrange, or provide emotional social support for performance of the behavior",
    "type": "bct",
    "category": "Social Support",
    "url": "/bct-repository.html#BCT019",
    "tags": [
      "Health",
      "Gender",
      "Child Protection",
      "Social Protection"
    ]
  },
  {
    "id": "BCT176",
    "title": "Peer Support Groups",
    "description": "Create structured groups of people sharing similar challenges to provide mutual support, information exchange, and accountability for behavior change",
    "type": "bct",
    "category": "Social Support",
    "url": "/bct-repository.html#BCT176",
    "tags": [
      "Health",
      "Nutrition",
      "Gender",
      "Livelihoods"
    ]
  },
  {
    "id": "BCT177",
    "title": "Community Champions/Influencers",
    "description": "Identify, train, and support community members who naturally influence others' behaviors through their social position, credibility, or charisma",
    "type": "bct",
    "category": "Social Support",
    "url": "/bct-repository.html#BCT177",
    "tags": [
      "WASH",
      "Health",
      "Agriculture",
      "Nutrition"
    ]
  },
  {
    "id": "BCT199",
    "title": "Mother-in-Law Engagement Program",
    "description": "Specifically target mothers-in-law as key behavior change agents given their influence over young women's health, nutrition, and reproductive decisions in South Asian families",
    "type": "bct",
    "category": "Social Support",
    "url": "/bct-repository.html#BCT199",
    "tags": [
      "Health",
      "Nutrition",
      "Gender"
    ]
  },
  {
    "id": "BCT020",
    "title": "Instruction on How to Perform Behavior",
    "description": "Advise or agree on how to perform the behavior, including skills training",
    "type": "bct",
    "category": "Shaping Knowledge",
    "url": "/bct-repository.html#BCT020",
    "tags": [
      "Health",
      "WASH",
      "Nutrition",
      "Agriculture"
    ]
  },
  {
    "id": "BCT021",
    "title": "Information About Antecedents",
    "description": "Provide information about antecedents that reliably predict performance of the behavior",
    "type": "bct",
    "category": "Shaping Knowledge",
    "url": "/bct-repository.html#BCT021",
    "tags": [
      "Health",
      "WASH",
      "Agriculture",
      "Nutrition"
    ]
  },
  {
    "id": "BCT022",
    "title": "Re-attribution",
    "description": "Elicit perceived causes of behavior and suggest alternative explanations",
    "type": "bct",
    "category": "Shaping Knowledge",
    "url": "/bct-repository.html#BCT022",
    "tags": [
      "Health",
      "Nutrition",
      "WASH",
      "Gender"
    ]
  },
  {
    "id": "BCT023",
    "title": "Behavioral Experiments",
    "description": "Advise on how to identify and test hypotheses about the behavior, its causes and consequences, by collecting and interpreting data",
    "type": "bct",
    "category": "Shaping Knowledge",
    "url": "/bct-repository.html#BCT023",
    "tags": [
      "Agriculture",
      "WASH",
      "Health",
      "Education"
    ]
  },
  {
    "id": "BCT024",
    "title": "Information About Health Consequences",
    "description": "Provide information about health consequences of performing or not performing the behavior",
    "type": "bct",
    "category": "Natural Consequences",
    "url": "/bct-repository.html#BCT024",
    "tags": [
      "Health",
      "WASH",
      "Nutrition"
    ]
  },
  {
    "id": "BCT025",
    "title": "Information About Social and Environmental Consequences",
    "description": "Provide information about social and environmental consequences of performing or not performing the behavior",
    "type": "bct",
    "category": "Natural Consequences",
    "url": "/bct-repository.html#BCT025",
    "tags": [
      "WASH",
      "Climate",
      "Health",
      "Governance"
    ]
  },
  {
    "id": "BCT026",
    "title": "Information About Emotional Consequences",
    "description": "Provide information about emotional consequences of performing or not performing the behavior",
    "type": "bct",
    "category": "Natural Consequences",
    "url": "/bct-repository.html#BCT026",
    "tags": [
      "Health",
      "Gender",
      "Child Protection",
      "Education"
    ]
  },
  {
    "id": "BCT027",
    "title": "Salience of Consequences",
    "description": "Use methods to emphasize the consequences of performing or not performing the behavior",
    "type": "bct",
    "category": "Natural Consequences",
    "url": "/bct-repository.html#BCT027",
    "tags": [
      "WASH",
      "Health",
      "Nutrition",
      "Climate"
    ]
  },
  {
    "id": "BCT028",
    "title": "Anticipated Regret",
    "description": "Induce or raise awareness of expectations of future regret about performance or non-performance of the behavior",
    "type": "bct",
    "category": "Natural Consequences",
    "url": "/bct-repository.html#BCT028",
    "tags": [
      "Education",
      "Gender",
      "Health",
      "Child Protection"
    ]
  },
  {
    "id": "BCT029",
    "title": "Information About Others' Approval",
    "description": "Provide information about what other people think about the behavior, particularly approval from valued others",
    "type": "bct",
    "category": "Natural Consequences",
    "url": "/bct-repository.html#BCT029",
    "tags": [
      "Education",
      "Health",
      "Gender",
      "WASH"
    ]
  },
  {
    "id": "BCT178",
    "title": "Positive Deviance Approach",
    "description": "Identify and learn from community members who achieve better outcomes despite facing the same constraints as their peers",
    "type": "bct",
    "category": "Natural Consequences",
    "url": "/bct-repository.html#BCT178",
    "tags": [
      "Nutrition",
      "Health",
      "WASH",
      "Agriculture"
    ]
  },
  {
    "id": "BCT030",
    "title": "Demonstration of the Behavior",
    "description": "Provide an observable sample of the performance of the behavior for the person to aspire to or imitate",
    "type": "bct",
    "category": "Comparison of Behavior",
    "url": "/bct-repository.html#BCT030",
    "tags": [
      "Nutrition",
      "Health",
      "Agriculture",
      "WASH"
    ]
  },
  {
    "id": "BCT031",
    "title": "Social Comparison",
    "description": "Draw attention to others' performance to allow comparison with the person's own performance",
    "type": "bct",
    "category": "Comparison of Behavior",
    "url": "/bct-repository.html#BCT031",
    "tags": [
      "WASH",
      "Health",
      "Education",
      "Governance"
    ]
  },
  {
    "id": "BCT032",
    "title": "Information About Others' Behavior",
    "description": "Provide information about what other people are doing, particularly people similar to the target individual",
    "type": "bct",
    "category": "Comparison of Behavior",
    "url": "/bct-repository.html#BCT032",
    "tags": [
      "Health",
      "Education",
      "Gender",
      "WASH"
    ]
  },
  {
    "id": "BCT033",
    "title": "Prompts/Cues",
    "description": "Introduce or define environmental or social stimulus with the purpose of prompting or cueing the behavior",
    "type": "bct",
    "category": "Associations",
    "url": "/bct-repository.html#BCT033",
    "tags": [
      "WASH",
      "Health",
      "Climate"
    ]
  },
  {
    "id": "BCT034",
    "title": "Cue Signalling Reward",
    "description": "Introduce or define a cue that signals the receipt of reward following performance of the behavior",
    "type": "bct",
    "category": "Associations",
    "url": "/bct-repository.html#BCT034",
    "tags": [
      "WASH",
      "Health",
      "Social Protection",
      "Financial Inclusion"
    ]
  },
  {
    "id": "BCT035",
    "title": "Reduce Prompts/Cues",
    "description": "Withdraw gradually prompts or cues that have been used to prompt the behavior",
    "type": "bct",
    "category": "Associations",
    "url": "/bct-repository.html#BCT035",
    "tags": [
      "Health",
      "Education",
      "Livelihoods"
    ]
  },
  {
    "id": "BCT036",
    "title": "Stimulus Control",
    "description": "Remove or alter stimuli that encourage undesirable behaviors and add stimuli that promote desired behaviors",
    "type": "bct",
    "category": "Associations",
    "url": "/bct-repository.html#BCT036",
    "tags": [
      "Health",
      "Education",
      "WASH",
      "Governance"
    ]
  },
  {
    "id": "BCT037",
    "title": "Satiation",
    "description": "Advise the person to engage in the undesired behavior repeatedly until the urge diminishes",
    "type": "bct",
    "category": "Associations",
    "url": "/bct-repository.html#BCT037",
    "tags": [
      "Health"
    ]
  },
  {
    "id": "BCT038",
    "title": "Habit Formation",
    "description": "Advise to perform the behavior in the same context repeatedly so it becomes automatic",
    "type": "bct",
    "category": "Associations",
    "url": "/bct-repository.html#BCT038",
    "tags": [
      "WASH",
      "Health",
      "Nutrition",
      "Agriculture"
    ]
  },
  {
    "id": "BCT039",
    "title": "Habit Reversal",
    "description": "Prompt rehearsal and repetition of an alternative behavior to replace an unwanted habitual behavior",
    "type": "bct",
    "category": "Associations",
    "url": "/bct-repository.html#BCT039",
    "tags": [
      "Health",
      "WASH",
      "Agriculture",
      "Nutrition"
    ]
  },
  {
    "id": "BCT040",
    "title": "Counter-Conditioning",
    "description": "Advise the person to associate the unwanted behavior with an unpleasant experience",
    "type": "bct",
    "category": "Associations",
    "url": "/bct-repository.html#BCT040",
    "tags": [
      "WASH",
      "Health"
    ]
  },
  {
    "id": "BCT179",
    "title": "Linking Behavior to Government Benefits",
    "description": "Create explicit connections between desired behaviors and eligibility for government scheme benefits to reinforce compliance",
    "type": "bct",
    "category": "Associations",
    "url": "/bct-repository.html#BCT179",
    "tags": [
      "Health",
      "Social Protection",
      "Financial Inclusion"
    ]
  },
  {
    "id": "BCT202",
    "title": "Social Norms Marketing",
    "description": "Use marketing approaches to shift perceptions of what is normal and socially acceptable, creating new positive norms through strategic communication",
    "type": "bct",
    "category": "Associations",
    "url": "/bct-repository.html#BCT202",
    "tags": [
      "Gender",
      "Health",
      "WASH",
      "Education"
    ]
  },
  {
    "id": "BCT041",
    "title": "Behavioral Practice/Rehearsal",
    "description": "Prompt practice or rehearsal of the performance of the behavior one or more times in a context or at a time when not necessary",
    "type": "bct",
    "category": "Repetition & Substitution",
    "url": "/bct-repository.html#BCT041",
    "tags": [
      "Health",
      "Nutrition",
      "WASH",
      "Agriculture"
    ]
  },
  {
    "id": "BCT042",
    "title": "Behavioral Substitution",
    "description": "Prompt substitution of the unwanted behavior with a wanted or neutral behavior",
    "type": "bct",
    "category": "Repetition & Substitution",
    "url": "/bct-repository.html#BCT042",
    "tags": [
      "Health",
      "Agriculture",
      "Nutrition",
      "Climate"
    ]
  },
  {
    "id": "BCT043",
    "title": "Graded Tasks",
    "description": "Set easy-to-perform tasks, making them increasingly difficult but achievable, until the target behavior is performed",
    "type": "bct",
    "category": "Repetition & Substitution",
    "url": "/bct-repository.html#BCT043",
    "tags": [
      "Nutrition",
      "WASH",
      "Financial Inclusion",
      "Education"
    ]
  },
  {
    "id": "BCT044",
    "title": "Overcorrection",
    "description": "Ask the person to practice the desired behavior beyond the point of proficiency",
    "type": "bct",
    "category": "Repetition & Substitution",
    "url": "/bct-repository.html#BCT044",
    "tags": [
      "Health",
      "Education"
    ]
  },
  {
    "id": "BCT045",
    "title": "Generalization of Target Behavior",
    "description": "Advise the person to perform the wanted behavior in a variety of contexts",
    "type": "bct",
    "category": "Repetition & Substitution",
    "url": "/bct-repository.html#BCT045",
    "tags": [
      "WASH",
      "Health",
      "Education",
      "Financial Inclusion"
    ]
  },
  {
    "id": "BCT180",
    "title": "Behavior Stacking",
    "description": "Layer new behaviors onto existing routine behaviors to create chains of positive practices without requiring separate motivation for each",
    "type": "bct",
    "category": "Repetition & Substitution",
    "url": "/bct-repository.html#BCT180",
    "tags": [
      "WASH",
      "Health",
      "Nutrition",
      "Financial Inclusion"
    ]
  },
  {
    "id": "BCT046",
    "title": "Credible Source",
    "description": "Present verbal or visual communication from a credible source in favor of or against the behavior",
    "type": "bct",
    "category": "Comparison of Outcomes",
    "url": "/bct-repository.html#BCT046",
    "tags": [
      "Health",
      "Education",
      "WASH",
      "Governance"
    ]
  },
  {
    "id": "BCT047",
    "title": "Pros and Cons",
    "description": "Advise the person to identify and compare reasons for wanting and not wanting to change the behavior",
    "type": "bct",
    "category": "Comparison of Outcomes",
    "url": "/bct-repository.html#BCT047",
    "tags": [
      "Agriculture",
      "Health",
      "Livelihoods",
      "Climate"
    ]
  },
  {
    "id": "BCT048",
    "title": "Comparative Imagining of Future Outcomes",
    "description": "Prompt the person to imagine and compare likely or possible outcomes of changed vs. unchanged behavior",
    "type": "bct",
    "category": "Comparison of Outcomes",
    "url": "/bct-repository.html#BCT048",
    "tags": [
      "Education",
      "Gender",
      "Livelihoods",
      "Health"
    ]
  },
  {
    "id": "BCT186",
    "title": "Persuasive Communication",
    "description": "Use structured persuasive messaging designed to change beliefs, attitudes, and ultimately behaviors through logic, emotion, or credibility",
    "type": "bct",
    "category": "Comparison of Outcomes",
    "url": "/bct-repository.html#BCT186",
    "tags": [
      "Health",
      "WASH",
      "Education",
      "Gender"
    ]
  },
  {
    "id": "BCT049",
    "title": "Material Incentive (Behavior)",
    "description": "Inform that money, vouchers, or other valued objects will be delivered if the behavior is performed",
    "type": "bct",
    "category": "Reward & Threat",
    "url": "/bct-repository.html#BCT049",
    "tags": [
      "Health",
      "WASH",
      "Agriculture",
      "Social Protection"
    ]
  },
  {
    "id": "BCT050",
    "title": "Material Incentive (Outcome)",
    "description": "Inform that money, vouchers, or other valued objects will be delivered if the outcome is achieved",
    "type": "bct",
    "category": "Reward & Threat",
    "url": "/bct-repository.html#BCT050",
    "tags": [
      "WASH",
      "Health",
      "Governance",
      "Education"
    ]
  },
  {
    "id": "BCT051",
    "title": "Social Reward",
    "description": "Arrange verbal or non-verbal reward if the behavior is performed, including expressions of approval and encouragement",
    "type": "bct",
    "category": "Reward & Threat",
    "url": "/bct-repository.html#BCT051",
    "tags": [
      "WASH",
      "Health",
      "Education",
      "Governance"
    ]
  },
  {
    "id": "BCT052",
    "title": "Self-Reward",
    "description": "Prompt self-praise or self-reward if the behavior is performed",
    "type": "bct",
    "category": "Reward & Threat",
    "url": "/bct-repository.html#BCT052",
    "tags": [
      "Health",
      "Gender",
      "Livelihoods",
      "Education"
    ]
  },
  {
    "id": "BCT053",
    "title": "Non-specific Incentive",
    "description": "Inform that a reward will be delivered contingent on performance but the exact nature is not specified",
    "type": "bct",
    "category": "Reward & Threat",
    "url": "/bct-repository.html#BCT053",
    "tags": [
      "Health",
      "Education",
      "WASH"
    ]
  },
  {
    "id": "BCT054",
    "title": "Future Punishment",
    "description": "Inform that future punishment or unwanted consequences will result from performance of an unwanted behavior",
    "type": "bct",
    "category": "Reward & Threat",
    "url": "/bct-repository.html#BCT054",
    "tags": [
      "Climate",
      "Health",
      "Governance",
      "Child Protection"
    ]
  },
  {
    "id": "BCT055",
    "title": "Remove Aversive Stimulus",
    "description": "Advise that removal of an unpleasant consequence will occur if the wanted behavior is performed",
    "type": "bct",
    "category": "Reward & Threat",
    "url": "/bct-repository.html#BCT055",
    "tags": [
      "WASH",
      "Health",
      "Financial Inclusion",
      "Gender"
    ]
  },
  {
    "id": "BCT056",
    "title": "Pharmacological Support",
    "description": "Provide or encourage the use of medications to facilitate behavior change",
    "type": "bct",
    "category": "Regulation",
    "url": "/bct-repository.html#BCT056",
    "tags": [
      "Health"
    ]
  },
  {
    "id": "BCT057",
    "title": "Reduce Negative Emotions",
    "description": "Advise on ways to reduce negative emotions that may be barriers to performing the behavior",
    "type": "bct",
    "category": "Regulation",
    "url": "/bct-repository.html#BCT057",
    "tags": [
      "Health",
      "Gender",
      "Livelihoods",
      "Education"
    ]
  },
  {
    "id": "BCT058",
    "title": "Conserving Mental Resources",
    "description": "Advise on ways to minimize demands on mental resources to facilitate behavior change",
    "type": "bct",
    "category": "Regulation",
    "url": "/bct-repository.html#BCT058",
    "tags": [
      "Governance",
      "Financial Inclusion",
      "Health",
      "Social Protection"
    ]
  },
  {
    "id": "BCT059",
    "title": "Paradoxical Instructions",
    "description": "Advise the person to engage in an exaggerated form of the unwanted behavior",
    "type": "bct",
    "category": "Regulation",
    "url": "/bct-repository.html#BCT059",
    "tags": [
      "Gender",
      "Education"
    ]
  },
  {
    "id": "BCT185",
    "title": "Motivational Interviewing Techniques",
    "description": "Use client-centered counseling approach that explores and resolves ambivalence about behavior change through empathetic, non-judgmental dialogue",
    "type": "bct",
    "category": "Regulation",
    "url": "/bct-repository.html#BCT185",
    "tags": [
      "Health",
      "Gender",
      "Education"
    ]
  },
  {
    "id": "BCT201",
    "title": "Stress-Responsive Programming",
    "description": "Adapt behavior change messaging and expectations based on household stress levels, avoiding additional burden during crisis periods",
    "type": "bct",
    "category": "Regulation",
    "url": "/bct-repository.html#BCT201",
    "tags": [
      "Health",
      "Nutrition",
      "Livelihoods",
      "Social Protection"
    ]
  },
  {
    "id": "BCT060",
    "title": "Restructuring Physical Environment",
    "description": "Change or advise to change the physical environment in order to facilitate performance of the wanted behavior",
    "type": "bct",
    "category": "Antecedents",
    "url": "/bct-repository.html#BCT060",
    "tags": [
      "WASH",
      "Health",
      "Education",
      "Climate"
    ]
  },
  {
    "id": "BCT061",
    "title": "Restructuring Social Environment",
    "description": "Change or advise to change the social environment to facilitate performance of the wanted behavior",
    "type": "bct",
    "category": "Antecedents",
    "url": "/bct-repository.html#BCT061",
    "tags": [
      "Governance",
      "Gender",
      "Health",
      "Education"
    ]
  },
  {
    "id": "BCT062",
    "title": "Avoidance/Reducing Exposure to Cues for Unwanted Behavior",
    "description": "Advise on how to avoid exposure to specific social and contextual cues that prompt the unwanted behavior",
    "type": "bct",
    "category": "Antecedents",
    "url": "/bct-repository.html#BCT062",
    "tags": [
      "Health",
      "Education",
      "Governance"
    ]
  },
  {
    "id": "BCT063",
    "title": "Distraction",
    "description": "Advise or provide something to divert attention from the unwanted behavior",
    "type": "bct",
    "category": "Antecedents",
    "url": "/bct-repository.html#BCT063",
    "tags": [
      "Health",
      "Child Protection",
      "Education"
    ]
  },
  {
    "id": "BCT064",
    "title": "Adding Objects to the Environment",
    "description": "Add objects to the environment to facilitate performance of the behavior",
    "type": "bct",
    "category": "Antecedents",
    "url": "/bct-repository.html#BCT064",
    "tags": [
      "WASH",
      "Health",
      "Agriculture",
      "Climate"
    ]
  },
  {
    "id": "BCT065",
    "title": "Body Changes",
    "description": "Alter body structure, appearance, or functioning to facilitate behavior change",
    "type": "bct",
    "category": "Antecedents",
    "url": "/bct-repository.html#BCT065",
    "tags": [
      "Health",
      "Education",
      "Livelihoods"
    ]
  },
  {
    "id": "BCT066",
    "title": "Identification of Self as Role Model",
    "description": "Inform the person that their behavior may be an example for others to follow",
    "type": "bct",
    "category": "Identity",
    "url": "/bct-repository.html#BCT066",
    "tags": [
      "Health",
      "Nutrition",
      "WASH",
      "Agriculture"
    ]
  },
  {
    "id": "BCT067",
    "title": "Framing/Reframing",
    "description": "Suggest the deliberate adoption of a perspective or new perspective on behavior to change cognitions or emotions about it",
    "type": "bct",
    "category": "Identity",
    "url": "/bct-repository.html#BCT067",
    "tags": [
      "WASH",
      "Gender",
      "Education",
      "Health"
    ]
  },
  {
    "id": "BCT068",
    "title": "Incompatible Beliefs",
    "description": "Draw attention to discrepancies between current or past behavior and self-image to create discomfort that motivates behavior change",
    "type": "bct",
    "category": "Identity",
    "url": "/bct-repository.html#BCT068",
    "tags": [
      "WASH",
      "Gender",
      "Education",
      "Health"
    ]
  },
  {
    "id": "BCT069",
    "title": "Valued Self-Identity",
    "description": "Advise the person to write or complete ratings of valued self-identities to affirm their sense of self",
    "type": "bct",
    "category": "Identity",
    "url": "/bct-repository.html#BCT069",
    "tags": [
      "Gender",
      "Livelihoods",
      "Governance",
      "Education"
    ]
  },
  {
    "id": "BCT070",
    "title": "Cognitive Dissonance",
    "description": "Draw attention to inconsistencies between a person's attitudes and their actual behavior to create discomfort and motivate change",
    "type": "bct",
    "category": "Identity",
    "url": "/bct-repository.html#BCT070",
    "tags": [
      "Gender",
      "Education",
      "Governance"
    ]
  },
  {
    "id": "BCT188",
    "title": "Narrative Identity Shift",
    "description": "Help individuals and communities construct new narratives about who they are that incorporate the desired behavior as a core part of their identity",
    "type": "bct",
    "category": "Identity",
    "url": "/bct-repository.html#BCT188",
    "tags": [
      "Gender",
      "Governance",
      "Livelihoods",
      "Education"
    ]
  },
  {
    "id": "BCT200",
    "title": "Aspirational Identity Construction",
    "description": "Help individuals envision and adopt an aspirational identity that naturally incorporates the desired behavior as part of who they want to become",
    "type": "bct",
    "category": "Identity",
    "url": "/bct-repository.html#BCT200",
    "tags": [
      "Education",
      "Gender",
      "Livelihoods",
      "Health"
    ]
  },
  {
    "id": "BCT071",
    "title": "Behavior Cost",
    "description": "Arrange for withdrawal of something valued if an unwanted behavior is performed",
    "type": "bct",
    "category": "Scheduled Consequences",
    "url": "/bct-repository.html#BCT071",
    "tags": [
      "Financial Inclusion",
      "Education",
      "Livelihoods"
    ]
  },
  {
    "id": "BCT072",
    "title": "Reward Approximation",
    "description": "Reward any behavior that approximates the target behavior, gradually requiring closer approximation for reward",
    "type": "bct",
    "category": "Scheduled Consequences",
    "url": "/bct-repository.html#BCT072",
    "tags": [
      "WASH",
      "Education",
      "Nutrition",
      "Health"
    ]
  },
  {
    "id": "BCT073",
    "title": "Situation-Specific Reward",
    "description": "Reward the behavior in one situation but not in another",
    "type": "bct",
    "category": "Scheduled Consequences",
    "url": "/bct-repository.html#BCT073",
    "tags": [
      "Education",
      "Health",
      "Nutrition"
    ]
  },
  {
    "id": "BCT074",
    "title": "Reward Completion",
    "description": "Build in a reward for completion of the behavior",
    "type": "bct",
    "category": "Scheduled Consequences",
    "url": "/bct-repository.html#BCT074",
    "tags": [
      "Health",
      "Education",
      "Livelihoods",
      "WASH"
    ]
  },
  {
    "id": "BCT075",
    "title": "Verbal Persuasion About Capability",
    "description": "Tell the person that they can successfully perform the behavior, arguing against self-doubts",
    "type": "bct",
    "category": "Self-Belief",
    "url": "/bct-repository.html#BCT075",
    "tags": [
      "Health",
      "Gender",
      "Livelihoods",
      "Education"
    ]
  },
  {
    "id": "BCT076",
    "title": "Mental Rehearsal of Successful Performance",
    "description": "Advise the person to rehearse the successful performance of the behavior mentally",
    "type": "bct",
    "category": "Self-Belief",
    "url": "/bct-repository.html#BCT076",
    "tags": [
      "Gender",
      "Governance",
      "Education",
      "Livelihoods"
    ]
  },
  {
    "id": "BCT077",
    "title": "Focus on Past Success",
    "description": "Advise the person to think about or list previous successes in performing the behavior or similar behaviors",
    "type": "bct",
    "category": "Self-Belief",
    "url": "/bct-repository.html#BCT077",
    "tags": [
      "Livelihoods",
      "Financial Inclusion",
      "WASH",
      "Health"
    ]
  },
  {
    "id": "BCT078",
    "title": "Self-Talk",
    "description": "Prompt positive self-talk before and during the behavior",
    "type": "bct",
    "category": "Self-Belief",
    "url": "/bct-repository.html#BCT078",
    "tags": [
      "Gender",
      "Education",
      "Health",
      "Child Protection"
    ]
  },
  {
    "id": "BCT187",
    "title": "Mastery Experience",
    "description": "Provide opportunities for the person to successfully perform the behavior or a simpler version of it, building confidence through direct experience of success",
    "type": "bct",
    "category": "Self-Belief",
    "url": "/bct-repository.html#BCT187",
    "tags": [
      "Gender",
      "Governance",
      "Education",
      "Livelihoods"
    ]
  },
  {
    "id": "BCT079",
    "title": "Imaginary Punishment",
    "description": "Advise the person to imagine performing the unwanted behavior and experiencing punishment",
    "type": "bct",
    "category": "Covert Learning",
    "url": "/bct-repository.html#BCT079",
    "tags": [
      "Health",
      "WASH"
    ]
  },
  {
    "id": "BCT080",
    "title": "Imaginary Reward",
    "description": "Advise the person to imagine performing the wanted behavior in a context where they would gain reward",
    "type": "bct",
    "category": "Covert Learning",
    "url": "/bct-repository.html#BCT080",
    "tags": [
      "Education",
      "Health",
      "Nutrition",
      "Livelihoods"
    ]
  },
  {
    "id": "BCT081",
    "title": "Vicarious Consequences",
    "description": "Prompt observation of the consequences (reward or punishment) of others' behavior to influence behavior change",
    "type": "bct",
    "category": "Covert Learning",
    "url": "/bct-repository.html#BCT081",
    "tags": [
      "WASH",
      "Agriculture",
      "Health",
      "Livelihoods"
    ]
  },
  {
    "id": "BCT082",
    "title": "Participatory Learning and Action (PLA) Cycles",
    "description": "Facilitate community groups through structured cycles of identifying problems, planning, acting, and reflecting on health and social issues",
    "type": "bct",
    "category": "Community Mobilization & Collective Action",
    "url": "/bct-repository.html#BCT082",
    "tags": [
      "Health",
      "Nutrition",
      "Gender",
      "WASH"
    ]
  },
  {
    "id": "BCT083",
    "title": "Community Scorecard",
    "description": "Enable communities to rate and score the quality and accessibility of local services, creating accountability pressure for improvement",
    "type": "bct",
    "category": "Community Mobilization & Collective Action",
    "url": "/bct-repository.html#BCT083",
    "tags": [
      "Governance",
      "Health",
      "Education"
    ]
  },
  {
    "id": "BCT084",
    "title": "Social Audit",
    "description": "Facilitate systematic public examination of government expenditure and service delivery by community members",
    "type": "bct",
    "category": "Community Mobilization & Collective Action",
    "url": "/bct-repository.html#BCT084",
    "tags": [
      "Governance",
      "Social Protection",
      "Livelihoods"
    ]
  },
  {
    "id": "BCT085",
    "title": "Gram Sabha Activation",
    "description": "Strengthen village assembly meetings as forums for collective decision-making on behavior change priorities and resource allocation",
    "type": "bct",
    "category": "Community Mobilization & Collective Action",
    "url": "/bct-repository.html#BCT085",
    "tags": [
      "Governance",
      "WASH",
      "Health",
      "Gender"
    ]
  },
  {
    "id": "BCT086",
    "title": "Self-Help Group (SHG) Leveraging",
    "description": "Use existing SHG platforms and networks to deliver behavior change messaging, create peer support, and establish social norms",
    "type": "bct",
    "category": "Community Mobilization & Collective Action",
    "url": "/bct-repository.html#BCT086",
    "tags": [
      "Livelihoods",
      "Health",
      "Nutrition",
      "Financial Inclusion",
      "Gender"
    ]
  },
  {
    "id": "BCT087",
    "title": "Community-Led Total Sanitation (CLTS) Triggering",
    "description": "Use facilitated community analysis of open defecation practices to trigger collective disgust and motivate community-wide toilet adoption",
    "type": "bct",
    "category": "Community Mobilization & Collective Action",
    "url": "/bct-repository.html#BCT087",
    "tags": [
      "WASH",
      "Health"
    ]
  },
  {
    "id": "BCT088",
    "title": "Jan Sunwai (Public Hearing)",
    "description": "Organize public hearings where community members present grievances and evidence directly to government officials for accountability",
    "type": "bct",
    "category": "Community Mobilization & Collective Action",
    "url": "/bct-repository.html#BCT088",
    "tags": [
      "Governance",
      "Social Protection",
      "Livelihoods"
    ]
  },
  {
    "id": "BCT089",
    "title": "Collective Efficacy Building",
    "description": "Build a community's shared belief that they can work together to achieve change, through shared successes and joint action",
    "type": "bct",
    "category": "Community Mobilization & Collective Action",
    "url": "/bct-repository.html#BCT089",
    "tags": [
      "Governance",
      "WASH",
      "Health",
      "Livelihoods"
    ]
  },
  {
    "id": "BCT090",
    "title": "Inter-Community Exposure Visits",
    "description": "Organize visits for community members to observe and learn from successful behavior change in comparable communities",
    "type": "bct",
    "category": "Community Mobilization & Collective Action",
    "url": "/bct-repository.html#BCT090",
    "tags": [
      "Agriculture",
      "WASH",
      "Livelihoods",
      "Health"
    ]
  },
  {
    "id": "BCT091",
    "title": "Community Radio for Behavior Change",
    "description": "Use community-owned radio stations to broadcast locally relevant behavior change content, discussions, and community voices",
    "type": "bct",
    "category": "Community Mobilization & Collective Action",
    "url": "/bct-repository.html#BCT091",
    "tags": [
      "Health",
      "Agriculture",
      "Education",
      "Gender"
    ]
  },
  {
    "id": "BCT092",
    "title": "Folk Media and Street Theatre (Nukkad Natak)",
    "description": "Use traditional performance arts - street theatre, puppet shows, folk songs, and drama - to communicate behavior change messages in culturally resonant formats",
    "type": "bct",
    "category": "Community Mobilization & Collective Action",
    "url": "/bct-repository.html#BCT092",
    "tags": [
      "Education",
      "Gender",
      "Health",
      "WASH"
    ]
  },
  {
    "id": "BCT093",
    "title": "Women's Collective Action",
    "description": "Facilitate organized women's groups taking collective action to address behavior change barriers and enforce community norms",
    "type": "bct",
    "category": "Community Mobilization & Collective Action",
    "url": "/bct-repository.html#BCT093",
    "tags": [
      "Gender",
      "Health",
      "Governance",
      "Child Protection"
    ]
  },
  {
    "id": "BCT159",
    "title": "Participatory Rural Appraisal (PRA)",
    "description": "Use visual, participatory tools like social mapping, wealth ranking, seasonal calendars, and transect walks to enable communities to analyze their own situation and plan behavior changes",
    "type": "bct",
    "category": "Community Mobilization & Collective Action",
    "url": "/bct-repository.html#BCT159",
    "tags": [
      "Governance",
      "WASH",
      "Health",
      "Livelihoods"
    ]
  },
  {
    "id": "BCT160",
    "title": "Youth-Led Campaigns",
    "description": "Engage young people as designers and leaders of behavior change campaigns targeting their peers and communities",
    "type": "bct",
    "category": "Community Mobilization & Collective Action",
    "url": "/bct-repository.html#BCT160",
    "tags": [
      "Education",
      "Health",
      "Climate",
      "Governance"
    ]
  },
  {
    "id": "BCT189",
    "title": "Convergent Action Planning",
    "description": "Bring together multiple government departments and community stakeholders to create coordinated behavior change plans that address interconnected issues",
    "type": "bct",
    "category": "Community Mobilization & Collective Action",
    "url": "/bct-repository.html#BCT189",
    "tags": [
      "Nutrition",
      "Health",
      "WASH",
      "Education",
      "Governance"
    ]
  },
  {
    "id": "BCT203",
    "title": "Faith-Based Organization Partnerships",
    "description": "Partner with temples, mosques, churches, gurdwaras, and faith-based organizations to deliver behavior change messaging through trusted religious networks",
    "type": "bct",
    "category": "Community Mobilization & Collective Action",
    "url": "/bct-repository.html#BCT203",
    "tags": [
      "Health",
      "Education",
      "WASH",
      "Nutrition"
    ]
  },
  {
    "id": "BCT094",
    "title": "Storytelling and Narrative Persuasion (Katha)",
    "description": "Use stories, parables, and narrative formats to convey behavior change messages in culturally resonant ways",
    "type": "bct",
    "category": "Cultural & Narrative Approaches",
    "url": "/bct-repository.html#BCT094",
    "tags": [
      "Health",
      "Education",
      "Gender",
      "Nutrition"
    ]
  },
  {
    "id": "BCT095",
    "title": "Religious Leader Engagement",
    "description": "Partner with religious leaders and institutions to endorse and promote behavior change through religious teachings and community trust",
    "type": "bct",
    "category": "Cultural & Narrative Approaches",
    "url": "/bct-repository.html#BCT095",
    "tags": [
      "Health",
      "Education",
      "WASH",
      "Gender"
    ]
  },
  {
    "id": "BCT096",
    "title": "Festival-Linked Campaigns",
    "description": "Time and theme behavior change campaigns to align with major festivals, leveraging heightened community engagement and cultural resonance",
    "type": "bct",
    "category": "Cultural & Narrative Approaches",
    "url": "/bct-repository.html#BCT096",
    "tags": [
      "WASH",
      "Health",
      "Gender",
      "Climate"
    ]
  },
  {
    "id": "BCT097",
    "title": "Local Proverb and Idiom Integration",
    "description": "Embed behavior change messages within local proverbs, sayings, and idiomatic expressions that carry cultural authority",
    "type": "bct",
    "category": "Cultural & Narrative Approaches",
    "url": "/bct-repository.html#BCT097",
    "tags": [
      "Health",
      "Agriculture",
      "Education",
      "WASH"
    ]
  },
  {
    "id": "BCT098",
    "title": "Cultural Broker Engagement",
    "description": "Identify and engage individuals who bridge traditional and modern knowledge systems to facilitate culturally appropriate behavior change",
    "type": "bct",
    "category": "Cultural & Narrative Approaches",
    "url": "/bct-repository.html#BCT098",
    "tags": [
      "Health",
      "Agriculture",
      "Education"
    ]
  },
  {
    "id": "BCT099",
    "title": "Life-Course Event Messaging",
    "description": "Link behavior change communication to key life events (pregnancy, birth, marriage, harvest) when families are naturally receptive to new information",
    "type": "bct",
    "category": "Cultural & Narrative Approaches",
    "url": "/bct-repository.html#BCT099",
    "tags": [
      "Health",
      "Nutrition",
      "Gender",
      "Education"
    ]
  },
  {
    "id": "BCT100",
    "title": "Seasonal Calendar Alignment",
    "description": "Align behavior change interventions with agricultural and seasonal cycles that govern daily life in rural communities",
    "type": "bct",
    "category": "Cultural & Narrative Approaches",
    "url": "/bct-repository.html#BCT100",
    "tags": [
      "Health",
      "Agriculture",
      "Nutrition",
      "Livelihoods"
    ]
  },
  {
    "id": "BCT101",
    "title": "Indigenous Knowledge Integration",
    "description": "Incorporate traditional and indigenous knowledge systems into behavior change programs, validating local wisdom while introducing complementary evidence-based practices",
    "type": "bct",
    "category": "Cultural & Narrative Approaches",
    "url": "/bct-repository.html#BCT101",
    "tags": [
      "Agriculture",
      "Health",
      "Nutrition",
      "Climate"
    ]
  },
  {
    "id": "BCT181",
    "title": "Edutainment and Serial Drama",
    "description": "Use entertainment media - TV/radio serial dramas, films, and web series - to model behavior change through character development and storylines",
    "type": "bct",
    "category": "Cultural & Narrative Approaches",
    "url": "/bct-repository.html#BCT181",
    "tags": [
      "Gender",
      "Health",
      "Education"
    ]
  },
  {
    "id": "BCT182",
    "title": "Wall Art and Murals for BCC",
    "description": "Use painted walls, murals, and public art in villages and urban spaces to communicate behavior change messages visually and continuously",
    "type": "bct",
    "category": "Cultural & Narrative Approaches",
    "url": "/bct-repository.html#BCT182",
    "tags": [
      "WASH",
      "Health",
      "Education",
      "Gender"
    ]
  },
  {
    "id": "BCT196",
    "title": "Leveraging Kinship and Caste Networks",
    "description": "Use existing kinship, gotra, biradari, and caste-based networks as channels for behavior change communication and norm diffusion",
    "type": "bct",
    "category": "Cultural & Narrative Approaches",
    "url": "/bct-repository.html#BCT196",
    "tags": [
      "Education",
      "Gender",
      "Health",
      "WASH"
    ]
  },
  {
    "id": "BCT102",
    "title": "Gender Dialogue Sessions",
    "description": "Facilitate structured conversations between men and women to examine and challenge gender roles, power dynamics, and norms that affect behavior",
    "type": "bct",
    "category": "Gender Transformative Approaches",
    "url": "/bct-repository.html#BCT102",
    "tags": [
      "Gender",
      "Health",
      "Education"
    ]
  },
  {
    "id": "BCT103",
    "title": "Engaging Men and Boys",
    "description": "Design specific interventions targeting men and boys to examine masculinity norms and become allies in gender equity and behavior change",
    "type": "bct",
    "category": "Gender Transformative Approaches",
    "url": "/bct-repository.html#BCT103",
    "tags": [
      "Gender",
      "Health",
      "Education",
      "Child Protection"
    ]
  },
  {
    "id": "BCT104",
    "title": "Addressing Son Preference and Sex Selection",
    "description": "Challenge cultural norms favoring sons through awareness, positive valuation of daughters, and enforcement of PCPNDT Act",
    "type": "bct",
    "category": "Gender Transformative Approaches",
    "url": "/bct-repository.html#BCT104",
    "tags": [
      "Gender",
      "Health",
      "Education",
      "Child Protection"
    ]
  },
  {
    "id": "BCT105",
    "title": "Menstrual Health Normalization",
    "description": "Challenge taboos and stigma around menstruation through education, product access, and open conversation to support girls' and women's dignity and participation",
    "type": "bct",
    "category": "Gender Transformative Approaches",
    "url": "/bct-repository.html#BCT105",
    "tags": [
      "Gender",
      "Health",
      "Education",
      "WASH"
    ]
  },
  {
    "id": "BCT106",
    "title": "Women's Economic Empowerment as Behavior Change Lever",
    "description": "Build women's economic agency through skill building, market access, and financial control to enable broader behavior changes in health, education, and nutrition",
    "type": "bct",
    "category": "Gender Transformative Approaches",
    "url": "/bct-repository.html#BCT106",
    "tags": [
      "Livelihoods",
      "Gender",
      "Financial Inclusion",
      "Nutrition"
    ]
  },
  {
    "id": "BCT107",
    "title": "Safe Space Creation for Adolescent Girls",
    "description": "Establish dedicated physical and programmatic spaces where adolescent girls can learn, discuss, and build agency away from restrictive social surveillance",
    "type": "bct",
    "category": "Gender Transformative Approaches",
    "url": "/bct-repository.html#BCT107",
    "tags": [
      "Gender",
      "Education",
      "Health",
      "Child Protection"
    ]
  },
  {
    "id": "BCT108",
    "title": "Addressing Dowry and Child Marriage Norms",
    "description": "Challenge economic and social norms driving dowry and early marriage through community dialogue, legal awareness, and alternative ceremonies",
    "type": "bct",
    "category": "Gender Transformative Approaches",
    "url": "/bct-repository.html#BCT108",
    "tags": [
      "Gender",
      "Child Protection",
      "Education",
      "Governance"
    ]
  },
  {
    "id": "BCT109",
    "title": "Shared Household Labor Negotiation",
    "description": "Facilitate conversations and agreements between household members to redistribute unpaid domestic and care work more equitably",
    "type": "bct",
    "category": "Gender Transformative Approaches",
    "url": "/bct-repository.html#BCT109",
    "tags": [
      "Gender",
      "Health",
      "Livelihoods"
    ]
  },
  {
    "id": "BCT166",
    "title": "Masculinity Reflection Circles",
    "description": "Create structured spaces for men to reflect on how rigid masculinity norms affect their own health, relationships, and wellbeing",
    "type": "bct",
    "category": "Gender Transformative Approaches",
    "url": "/bct-repository.html#BCT166",
    "tags": [
      "Gender",
      "Health",
      "Education"
    ]
  },
  {
    "id": "BCT167",
    "title": "GBV Response and Prevention through BCC",
    "description": "Address gender-based violence through community awareness, survivor support, bystander intervention training, and norm change",
    "type": "bct",
    "category": "Gender Transformative Approaches",
    "url": "/bct-repository.html#BCT167",
    "tags": [
      "Gender",
      "Health",
      "Child Protection",
      "Governance"
    ]
  },
  {
    "id": "BCT197",
    "title": "Addressing GBV Through Community Norms",
    "description": "Transform community tolerance of gender-based violence through collective norm-setting, survivor support, and accountable community systems",
    "type": "bct",
    "category": "Gender Transformative Approaches",
    "url": "/bct-repository.html#BCT197",
    "tags": [
      "Gender",
      "Child Protection",
      "Governance",
      "Health"
    ]
  },
  {
    "id": "BCT110",
    "title": "IVR-Based Voice Reminders",
    "description": "Use Interactive Voice Response systems to deliver automated voice-based behavior change messages and reminders in local languages to basic mobile phones",
    "type": "bct",
    "category": "Digital & Technology-Enabled",
    "url": "/bct-repository.html#BCT110",
    "tags": [
      "Health",
      "Nutrition",
      "Agriculture"
    ]
  },
  {
    "id": "BCT111",
    "title": "SMS and WhatsApp Nudges",
    "description": "Send targeted text or WhatsApp messages to prompt, remind, and reinforce behavior change at optimal timing",
    "type": "bct",
    "category": "Digital & Technology-Enabled",
    "url": "/bct-repository.html#BCT111",
    "tags": [
      "Health",
      "Agriculture",
      "Financial Inclusion",
      "Education"
    ]
  },
  {
    "id": "BCT112",
    "title": "Video-Based Modeling via Mobile",
    "description": "Use short videos on smartphones showing peers performing desired behaviors, shared through WhatsApp or community viewing",
    "type": "bct",
    "category": "Digital & Technology-Enabled",
    "url": "/bct-repository.html#BCT112",
    "tags": [
      "Agriculture",
      "Health",
      "Nutrition",
      "WASH"
    ]
  },
  {
    "id": "BCT113",
    "title": "mHealth Applications for Frontline Workers",
    "description": "Equip frontline health workers with mobile applications that guide counseling, track behaviors, and provide decision support at the point of care",
    "type": "bct",
    "category": "Digital & Technology-Enabled",
    "url": "/bct-repository.html#BCT113",
    "tags": [
      "Health",
      "Nutrition"
    ]
  },
  {
    "id": "BCT114",
    "title": "Digital Payment Incentives",
    "description": "Use digital payment systems (UPI, DBT) to deliver instant financial incentives for behavior performance, leveraging speed and transparency",
    "type": "bct",
    "category": "Digital & Technology-Enabled",
    "url": "/bct-repository.html#BCT114",
    "tags": [
      "Health",
      "Financial Inclusion",
      "Social Protection",
      "WASH"
    ]
  },
  {
    "id": "BCT115",
    "title": "Community WhatsApp for Social Accountability",
    "description": "Create and moderate community WhatsApp groups where citizens can report service delivery issues, share evidence, and demand accountability from duty bearers",
    "type": "bct",
    "category": "Digital & Technology-Enabled",
    "url": "/bct-repository.html#BCT115",
    "tags": [
      "Governance",
      "Health",
      "Education",
      "WASH"
    ]
  },
  {
    "id": "BCT116",
    "title": "Telemedicine-Linked Behavior Support",
    "description": "Use telemedicine consultations to provide personalized behavior change counseling and follow-up from specialist providers in remote areas",
    "type": "bct",
    "category": "Digital & Technology-Enabled",
    "url": "/bct-repository.html#BCT116",
    "tags": [
      "Health",
      "Nutrition"
    ]
  },
  {
    "id": "BCT161",
    "title": "AI Chatbot Counseling",
    "description": "Use AI-powered chatbots to provide personalized, accessible health and behavior change counseling through messaging platforms",
    "type": "bct",
    "category": "Digital & Technology-Enabled",
    "url": "/bct-repository.html#BCT161",
    "tags": [
      "Health",
      "Nutrition",
      "Education"
    ]
  },
  {
    "id": "BCT162",
    "title": "Digital Health Records as Feedback",
    "description": "Use digitized health records to provide patients and families with visual feedback on health trajectories and behavior adherence",
    "type": "bct",
    "category": "Digital & Technology-Enabled",
    "url": "/bct-repository.html#BCT162",
    "tags": [
      "Health",
      "Nutrition"
    ]
  },
  {
    "id": "BCT191",
    "title": "Voice Message Campaigns in Local Languages",
    "description": "Deliver behavior change messages through pre-recorded voice messages in local languages and dialects to overcome literacy barriers",
    "type": "bct",
    "category": "Digital & Technology-Enabled",
    "url": "/bct-repository.html#BCT191",
    "tags": [
      "Health",
      "Nutrition",
      "Agriculture",
      "Education"
    ]
  },
  {
    "id": "BCT117",
    "title": "Default Option Setting",
    "description": "Set the desired behavior as the default choice that requires no action, while making the undesired behavior require active opt-out",
    "type": "bct",
    "category": "Nudge & Choice Architecture",
    "url": "/bct-repository.html#BCT117",
    "tags": [
      "Health",
      "Financial Inclusion",
      "Social Protection"
    ]
  },
  {
    "id": "BCT118",
    "title": "Simplification of Complex Choices",
    "description": "Reduce the cognitive complexity of decision-making by simplifying options, forms, processes, and information",
    "type": "bct",
    "category": "Nudge & Choice Architecture",
    "url": "/bct-repository.html#BCT118",
    "tags": [
      "Governance",
      "Financial Inclusion",
      "Social Protection",
      "Health"
    ]
  },
  {
    "id": "BCT119",
    "title": "Commitment Devices",
    "description": "Create mechanisms that bind a person to their future intentions, making it costly or difficult to deviate from planned behavior",
    "type": "bct",
    "category": "Nudge & Choice Architecture",
    "url": "/bct-repository.html#BCT119",
    "tags": [
      "Financial Inclusion",
      "Health",
      "WASH",
      "Livelihoods"
    ]
  },
  {
    "id": "BCT120",
    "title": "Friction Reduction",
    "description": "Remove small barriers, delays, and hassles that disproportionately prevent people from performing desired behaviors",
    "type": "bct",
    "category": "Nudge & Choice Architecture",
    "url": "/bct-repository.html#BCT120",
    "tags": [
      "Health",
      "Financial Inclusion",
      "Governance",
      "Education"
    ]
  },
  {
    "id": "BCT121",
    "title": "Social Proof Displays",
    "description": "Make the prevalence of desired behavior visible in the physical environment to establish it as the social norm",
    "type": "bct",
    "category": "Nudge & Choice Architecture",
    "url": "/bct-repository.html#BCT121",
    "tags": [
      "WASH",
      "Health",
      "Education",
      "Climate"
    ]
  },
  {
    "id": "BCT122",
    "title": "Anchoring and Reference Points",
    "description": "Provide a reference number or standard that influences subsequent judgments and decisions about behavior",
    "type": "bct",
    "category": "Nudge & Choice Architecture",
    "url": "/bct-repository.html#BCT122",
    "tags": [
      "Agriculture",
      "Health",
      "Nutrition",
      "Financial Inclusion"
    ]
  },
  {
    "id": "BCT123",
    "title": "Framing Effects",
    "description": "Present the same information in different frames (gain vs. loss, frequency vs. percentage) to influence how it is perceived and acted upon",
    "type": "bct",
    "category": "Nudge & Choice Architecture",
    "url": "/bct-repository.html#BCT123",
    "tags": [
      "Health",
      "Agriculture",
      "Financial Inclusion",
      "Education"
    ]
  },
  {
    "id": "BCT124",
    "title": "Temptation Bundling",
    "description": "Pair an unpleasant or tedious behavior with an enjoyable activity to increase the likelihood of performing the desired behavior",
    "type": "bct",
    "category": "Nudge & Choice Architecture",
    "url": "/bct-repository.html#BCT124",
    "tags": [
      "Health",
      "Education",
      "Financial Inclusion"
    ]
  },
  {
    "id": "BCT125",
    "title": "Loss Aversion Leveraging",
    "description": "Frame behavior change in terms of what people stand to lose by not acting, leveraging the psychological tendency to weigh losses more heavily than equivalent gains",
    "type": "bct",
    "category": "Nudge & Choice Architecture",
    "url": "/bct-repository.html#BCT125",
    "tags": [
      "Financial Inclusion",
      "Agriculture",
      "Health",
      "Social Protection"
    ]
  },
  {
    "id": "BCT163",
    "title": "Micro-Incentives",
    "description": "Provide very small but immediate rewards for specific behaviors, leveraging the disproportionate motivational impact of small certain rewards over larger uncertain ones",
    "type": "bct",
    "category": "Nudge & Choice Architecture",
    "url": "/bct-repository.html#BCT163",
    "tags": [
      "Health",
      "Education",
      "WASH"
    ]
  },
  {
    "id": "BCT164",
    "title": "Pre-Commitment Strategies",
    "description": "Ask people to commit to a future behavior at a time when their motivation is high and barriers seem manageable",
    "type": "bct",
    "category": "Nudge & Choice Architecture",
    "url": "/bct-repository.html#BCT164",
    "tags": [
      "Health",
      "Agriculture",
      "Financial Inclusion"
    ]
  },
  {
    "id": "BCT165",
    "title": "Implementation Intentions (If-Then Plans)",
    "description": "Help people form specific if-then plans linking situational cues to behavioral responses, automating decision-making",
    "type": "bct",
    "category": "Nudge & Choice Architecture",
    "url": "/bct-repository.html#BCT165",
    "tags": [
      "Health",
      "Nutrition",
      "WASH"
    ]
  },
  {
    "id": "BCT174",
    "title": "Choice Overload Reduction",
    "description": "Reduce the number of options presented to people to prevent decision paralysis and increase the likelihood of action",
    "type": "bct",
    "category": "Nudge & Choice Architecture",
    "url": "/bct-repository.html#BCT174",
    "tags": [
      "Governance",
      "Agriculture",
      "Health",
      "Financial Inclusion"
    ]
  },
  {
    "id": "BCT175",
    "title": "Sunk Cost Highlighting",
    "description": "Remind people of investments already made in a behavior change process to motivate continuation rather than abandonment",
    "type": "bct",
    "category": "Nudge & Choice Architecture",
    "url": "/bct-repository.html#BCT175",
    "tags": [
      "Health",
      "Education",
      "WASH",
      "Financial Inclusion"
    ]
  },
  {
    "id": "BCT190",
    "title": "Salience and Attention Capture",
    "description": "Make the desired behavior or its benefits highly noticeable and attention-grabbing in the decision environment through visual design, color, size, or novelty",
    "type": "bct",
    "category": "Nudge & Choice Architecture",
    "url": "/bct-repository.html#BCT190",
    "tags": [
      "WASH",
      "Health",
      "Education",
      "Nutrition"
    ]
  },
  {
    "id": "BCT126",
    "title": "WASH Behavior Change Package",
    "description": "Integrated approach combining handwashing promotion, safe water treatment, sanitation use, and menstrual hygiene through multi-channel BCC",
    "type": "bct",
    "category": "Health-Specific BCC",
    "url": "/bct-repository.html#BCT126",
    "tags": [
      "WASH",
      "Health",
      "Education"
    ]
  },
  {
    "id": "BCT127",
    "title": "Immunization Promotion and Demand Generation",
    "description": "Multi-pronged approach to increase vaccine uptake through awareness, trust-building, reminder systems, and addressing vaccine hesitancy",
    "type": "bct",
    "category": "Health-Specific BCC",
    "url": "/bct-repository.html#BCT127",
    "tags": [
      "Health",
      "Child Protection"
    ]
  },
  {
    "id": "BCT128",
    "title": "First 1000 Days Nutrition Counseling",
    "description": "Stage-specific nutrition behavior change from conception through the child's second birthday, targeting feeding, dietary diversity, and care practices",
    "type": "bct",
    "category": "Health-Specific BCC",
    "url": "/bct-repository.html#BCT128",
    "tags": [
      "Nutrition",
      "Health"
    ]
  },
  {
    "id": "BCT129",
    "title": "TB Treatment Adherence Support",
    "description": "Behavioral support systems ensuring TB patients complete their full treatment course, combining monitoring, incentives, and peer support",
    "type": "bct",
    "category": "Health-Specific BCC",
    "url": "/bct-repository.html#BCT129",
    "tags": [
      "Health"
    ]
  },
  {
    "id": "BCT130",
    "title": "Family Planning Counseling (Informed Choice)",
    "description": "Provide comprehensive, non-coercive counseling on the full range of contraceptive methods, supporting autonomous and informed decision-making",
    "type": "bct",
    "category": "Health-Specific BCC",
    "url": "/bct-repository.html#BCT130",
    "tags": [
      "Health",
      "Gender"
    ]
  },
  {
    "id": "BCT131",
    "title": "ORS-Zinc Promotion for Diarrhea Management",
    "description": "Promote home-based oral rehydration and zinc supplementation as first-line treatment for childhood diarrhea, replacing inappropriate antibiotic use",
    "type": "bct",
    "category": "Health-Specific BCC",
    "url": "/bct-repository.html#BCT131",
    "tags": [
      "Health",
      "Nutrition",
      "Child Protection"
    ]
  },
  {
    "id": "BCT132",
    "title": "Clean Cooking Fuel Adoption",
    "description": "Promote transition from solid biomass fuels to LPG or other clean cooking fuels through awareness of health impacts, subsidy access, and supply chain reliability",
    "type": "bct",
    "category": "Health-Specific BCC",
    "url": "/bct-repository.html#BCT132",
    "tags": [
      "Health",
      "Climate",
      "Gender"
    ]
  },
  {
    "id": "BCT133",
    "title": "Maternal Health Continuum of Care",
    "description": "Ensure behavior change messaging covers the full maternal health continuum: antenatal care, institutional delivery, postnatal care, and newborn care",
    "type": "bct",
    "category": "Health-Specific BCC",
    "url": "/bct-repository.html#BCT133",
    "tags": [
      "Health",
      "Nutrition",
      "Gender"
    ]
  },
  {
    "id": "BCT168",
    "title": "Breastfeeding Promotion and Support",
    "description": "Multi-level support for early and exclusive breastfeeding through counseling, family engagement, and workplace/community enabling environments",
    "type": "bct",
    "category": "Health-Specific BCC",
    "url": "/bct-repository.html#BCT168",
    "tags": [
      "Health",
      "Nutrition"
    ]
  },
  {
    "id": "BCT169",
    "title": "Anemia Reduction Through Behavioral Approaches",
    "description": "Promote iron-rich dietary practices, IFA supplementation adherence, and deworming uptake through multi-pronged BCC",
    "type": "bct",
    "category": "Health-Specific BCC",
    "url": "/bct-repository.html#BCT169",
    "tags": [
      "Nutrition",
      "Health"
    ]
  },
  {
    "id": "BCT183",
    "title": "NCD Risk Factor Management",
    "description": "Address behavioral risk factors for non-communicable diseases through screening, lifestyle counseling, and self-management support",
    "type": "bct",
    "category": "Health-Specific BCC",
    "url": "/bct-repository.html#BCT183",
    "tags": [
      "Health"
    ]
  },
  {
    "id": "BCT192",
    "title": "Smoke-Free and Tobacco-Free Environments",
    "description": "Create tobacco-free zones in public spaces, schools, and workplaces to reduce exposure, denormalize tobacco use, and support cessation",
    "type": "bct",
    "category": "Health-Specific BCC",
    "url": "/bct-repository.html#BCT192",
    "tags": [
      "Health",
      "Education",
      "Governance"
    ]
  },
  {
    "id": "BCT193",
    "title": "Kangaroo Mother Care Promotion",
    "description": "Promote skin-to-skin contact between mother and newborn for preterm/low birth weight babies through training, family counseling, and facility-based initiation",
    "type": "bct",
    "category": "Health-Specific BCC",
    "url": "/bct-repository.html#BCT193",
    "tags": [
      "Health"
    ]
  },
  {
    "id": "BCT134",
    "title": "Financial Literacy Campaigns",
    "description": "Build knowledge and skills for managing money, savings, credit, and financial products through structured learning programs",
    "type": "bct",
    "category": "Livelihood & Economic Behavior",
    "url": "/bct-repository.html#BCT134",
    "tags": [
      "Financial Inclusion",
      "Livelihoods",
      "Gender"
    ]
  },
  {
    "id": "BCT135",
    "title": "Crop Diversification Adoption",
    "description": "Promote shift from monocropping to diversified cropping systems through demonstration, economic evidence, and market linkage",
    "type": "bct",
    "category": "Livelihood & Economic Behavior",
    "url": "/bct-repository.html#BCT135",
    "tags": [
      "Agriculture",
      "Nutrition",
      "Climate",
      "Livelihoods"
    ]
  },
  {
    "id": "BCT136",
    "title": "Insurance Uptake Promotion",
    "description": "Increase enrollment in crop, health, and life insurance through simplified products, trust-building, and claims facilitation",
    "type": "bct",
    "category": "Livelihood & Economic Behavior",
    "url": "/bct-repository.html#BCT136",
    "tags": [
      "Agriculture",
      "Health",
      "Financial Inclusion",
      "Livelihoods"
    ]
  },
  {
    "id": "BCT137",
    "title": "Enterprise Behavior Development",
    "description": "Build entrepreneurial mindset and behaviors in SHG members and rural youth through structured enterprise development programs",
    "type": "bct",
    "category": "Livelihood & Economic Behavior",
    "url": "/bct-repository.html#BCT137",
    "tags": [
      "Livelihoods",
      "Financial Inclusion",
      "Gender"
    ]
  },
  {
    "id": "BCT138",
    "title": "Migration Decision Support",
    "description": "Provide information and support for safe, informed migration decisions rather than discouraging migration, addressing both sending and receiving contexts",
    "type": "bct",
    "category": "Livelihood & Economic Behavior",
    "url": "/bct-repository.html#BCT138",
    "tags": [
      "Livelihoods",
      "Social Protection",
      "Health",
      "Education"
    ]
  },
  {
    "id": "BCT139",
    "title": "Savings Group Formation and Maintenance",
    "description": "Facilitate formation and sustained operation of community savings groups as platforms for financial behavior change and mutual support",
    "type": "bct",
    "category": "Livelihood & Economic Behavior",
    "url": "/bct-repository.html#BCT139",
    "tags": [
      "Financial Inclusion",
      "Livelihoods",
      "Gender"
    ]
  },
  {
    "id": "BCT171",
    "title": "Cooperative and FPO Formation",
    "description": "Build collective economic action through farmer producer organizations and cooperatives that enable better market access and bargaining power",
    "type": "bct",
    "category": "Livelihood & Economic Behavior",
    "url": "/bct-repository.html#BCT171",
    "tags": [
      "Agriculture",
      "Livelihoods",
      "Financial Inclusion"
    ]
  },
  {
    "id": "BCT194",
    "title": "Market Linkage Behaviors",
    "description": "Build farmer and producer behaviors for successful market participation including quality standards, aggregation, negotiation, and digital market access",
    "type": "bct",
    "category": "Livelihood & Economic Behavior",
    "url": "/bct-repository.html#BCT194",
    "tags": [
      "Agriculture",
      "Livelihoods",
      "Financial Inclusion"
    ]
  },
  {
    "id": "BCT140",
    "title": "Parental Engagement in Learning",
    "description": "Build parents' capacity and motivation to support children's learning at home through structured guidance and materials",
    "type": "bct",
    "category": "Education & Child Development",
    "url": "/bct-repository.html#BCT140",
    "tags": [
      "Education",
      "Child Protection"
    ]
  },
  {
    "id": "BCT141",
    "title": "School Enrollment and Retention Campaigns",
    "description": "Community-level campaigns promoting school enrollment, regular attendance, and retention through awareness, incentives, and barrier removal",
    "type": "bct",
    "category": "Education & Child Development",
    "url": "/bct-repository.html#BCT141",
    "tags": [
      "Education",
      "Child Protection",
      "Gender"
    ]
  },
  {
    "id": "BCT142",
    "title": "Foundational Literacy and Numeracy (FLN) Habits",
    "description": "Build daily reading and math practice habits in children through structured activities, games, and family involvement",
    "type": "bct",
    "category": "Education & Child Development",
    "url": "/bct-repository.html#BCT142",
    "tags": [
      "Education"
    ]
  },
  {
    "id": "BCT143",
    "title": "Adolescent Life Skills Education",
    "description": "Build critical thinking, decision-making, communication, and socio-emotional skills in adolescents through structured curricula",
    "type": "bct",
    "category": "Education & Child Development",
    "url": "/bct-repository.html#BCT143",
    "tags": [
      "Education",
      "Gender",
      "Health",
      "Child Protection"
    ]
  },
  {
    "id": "BCT144",
    "title": "School Management Committee Activation",
    "description": "Strengthen school governance by building capacity of parent-community committees to monitor school quality and demand accountability",
    "type": "bct",
    "category": "Education & Child Development",
    "url": "/bct-repository.html#BCT144",
    "tags": [
      "Education",
      "Governance"
    ]
  },
  {
    "id": "BCT145",
    "title": "Anti-Child Labor and Child Protection",
    "description": "Address child labor through awareness of laws, alternative livelihood support for families, and school enrollment drives",
    "type": "bct",
    "category": "Education & Child Development",
    "url": "/bct-repository.html#BCT145",
    "tags": [
      "Child Protection",
      "Education",
      "Livelihoods"
    ]
  },
  {
    "id": "BCT170",
    "title": "Early Childhood Stimulation",
    "description": "Promote responsive caregiving and early stimulation behaviors that support cognitive, language, and socio-emotional development in children under 3",
    "type": "bct",
    "category": "Education & Child Development",
    "url": "/bct-repository.html#BCT170",
    "tags": [
      "Education",
      "Health",
      "Child Protection"
    ]
  },
  {
    "id": "BCT198",
    "title": "Digital Learning for Rural Youth",
    "description": "Provide digital literacy and online learning opportunities for rural youth to build skills, access information, and participate in the digital economy",
    "type": "bct",
    "category": "Education & Child Development",
    "url": "/bct-repository.html#BCT198",
    "tags": [
      "Education",
      "Livelihoods",
      "Financial Inclusion"
    ]
  },
  {
    "id": "BCT146",
    "title": "Climate-Adaptive Farming Practices",
    "description": "Promote adoption of farming practices that build resilience to climate variability including drought, flood, and temperature extremes",
    "type": "bct",
    "category": "Climate & Environment",
    "url": "/bct-repository.html#BCT146",
    "tags": [
      "Agriculture",
      "Climate",
      "Livelihoods"
    ]
  },
  {
    "id": "BCT147",
    "title": "Waste Segregation and Management",
    "description": "Promote household-level waste segregation and responsible disposal through awareness, infrastructure provision, and community systems",
    "type": "bct",
    "category": "Climate & Environment",
    "url": "/bct-repository.html#BCT147",
    "tags": [
      "Climate",
      "WASH",
      "Health"
    ]
  },
  {
    "id": "BCT148",
    "title": "Water Conservation Behaviors",
    "description": "Promote water-saving practices in agriculture and household use through awareness, technology, and community water management",
    "type": "bct",
    "category": "Climate & Environment",
    "url": "/bct-repository.html#BCT148",
    "tags": [
      "Agriculture",
      "Climate",
      "WASH"
    ]
  },
  {
    "id": "BCT149",
    "title": "Renewable Energy Uptake",
    "description": "Promote adoption of solar, biogas, and other renewable energy sources through awareness, financing, and demonstration",
    "type": "bct",
    "category": "Climate & Environment",
    "url": "/bct-repository.html#BCT149",
    "tags": [
      "Climate",
      "Education",
      "Livelihoods"
    ]
  },
  {
    "id": "BCT150",
    "title": "Disaster Preparedness Behaviors",
    "description": "Build community and household preparedness behaviors for floods, cyclones, earthquakes, and other climate-related disasters",
    "type": "bct",
    "category": "Climate & Environment",
    "url": "/bct-repository.html#BCT150",
    "tags": [
      "Climate",
      "Health",
      "Governance"
    ]
  },
  {
    "id": "BCT151",
    "title": "Biodiversity Conservation Behaviors",
    "description": "Promote community-led biodiversity conservation through awareness of ecological connections, traditional conservation practices, and sustainable use",
    "type": "bct",
    "category": "Climate & Environment",
    "url": "/bct-repository.html#BCT151",
    "tags": [
      "Climate",
      "Livelihoods",
      "Governance"
    ]
  },
  {
    "id": "BCT172",
    "title": "Crop Residue Management",
    "description": "Promote alternatives to crop residue burning through awareness of health/environmental impacts and subsidized access to management technologies",
    "type": "bct",
    "category": "Climate & Environment",
    "url": "/bct-repository.html#BCT172",
    "tags": [
      "Agriculture",
      "Climate",
      "Health"
    ]
  },
  {
    "id": "BCT195",
    "title": "Natural Resource Management Behaviors",
    "description": "Promote sustainable use of common pool resources (forests, water, grazing lands) through community-based governance and conservation practices",
    "type": "bct",
    "category": "Climate & Environment",
    "url": "/bct-repository.html#BCT195",
    "tags": [
      "Climate",
      "Agriculture",
      "Governance",
      "Livelihoods"
    ]
  },
  {
    "id": "BCT152",
    "title": "RTI Usage Promotion",
    "description": "Build community capacity to use the Right to Information Act as a tool for accessing information and ensuring government accountability",
    "type": "bct",
    "category": "Governance & Accountability",
    "url": "/bct-repository.html#BCT152",
    "tags": [
      "Governance"
    ]
  },
  {
    "id": "BCT153",
    "title": "Government Scheme Awareness and Access",
    "description": "Systematically inform communities about available government schemes and support enrollment through facilitation and simplification",
    "type": "bct",
    "category": "Governance & Accountability",
    "url": "/bct-repository.html#BCT153",
    "tags": [
      "Governance",
      "Social Protection",
      "Financial Inclusion"
    ]
  },
  {
    "id": "BCT154",
    "title": "Voter Awareness and Political Participation",
    "description": "Promote informed voter participation through awareness of electoral rights, candidate platforms, and democratic processes",
    "type": "bct",
    "category": "Governance & Accountability",
    "url": "/bct-repository.html#BCT154",
    "tags": [
      "Governance"
    ]
  },
  {
    "id": "BCT155",
    "title": "Panchayat Participation and Local Governance",
    "description": "Build citizen capacity to participate in local governance through Gram Sabha attendance, engagement with elected representatives, and community monitoring",
    "type": "bct",
    "category": "Governance & Accountability",
    "url": "/bct-repository.html#BCT155",
    "tags": [
      "Governance",
      "Gender"
    ]
  },
  {
    "id": "BCT156",
    "title": "MGNREGA Rights Awareness",
    "description": "Build awareness of MGNREGA entitlements including 100 days guaranteed work, minimum wages, worksite facilities, and unemployment allowance",
    "type": "bct",
    "category": "Governance & Accountability",
    "url": "/bct-repository.html#BCT156",
    "tags": [
      "Governance",
      "Livelihoods",
      "Social Protection"
    ]
  },
  {
    "id": "BCT157",
    "title": "PDS Entitlement Awareness",
    "description": "Ensure beneficiary awareness of Public Distribution System entitlements, quality standards, and complaint mechanisms",
    "type": "bct",
    "category": "Governance & Accountability",
    "url": "/bct-repository.html#BCT157",
    "tags": [
      "Social Protection",
      "Governance",
      "Nutrition"
    ]
  },
  {
    "id": "BCT158",
    "title": "Citizen Feedback and Grievance Mechanisms",
    "description": "Strengthen citizen capacity to provide feedback on services and file grievances through accessible channels",
    "type": "bct",
    "category": "Governance & Accountability",
    "url": "/bct-repository.html#BCT158",
    "tags": [
      "Governance",
      "Health",
      "Education",
      "WASH"
    ]
  },
  {
    "id": "BCT173",
    "title": "Budget Literacy and Tracking",
    "description": "Build community capacity to understand, track, and influence local government budget allocations and expenditures",
    "type": "bct",
    "category": "Governance & Accountability",
    "url": "/bct-repository.html#BCT173",
    "tags": [
      "Governance"
    ]
  },
  {
    "id": "BCT184",
    "title": "Citizen Report Cards",
    "description": "Systematically collect citizen feedback on public services through surveys and present findings to service providers and policy makers for accountability",
    "type": "bct",
    "category": "Governance & Accountability",
    "url": "/bct-repository.html#BCT184",
    "tags": [
      "Governance",
      "Health",
      "Education",
      "WASH"
    ]
  },
  {
    "id": "mospi-esankhyiki",
    "title": "MoSPI eSankhyiki MCP",
    "description": "India's National Statistics Office MCP server — access PLFS, CPI, IIP, NAS, WPI, and Environmental Statistics programmatically.",
    "type": "dataverse",
    "category": "India Government Data",
    "url": "/dataverse.html#mospi-esankhyiki",
    "tags": [
      "india",
      "statistics",
      "economics",
      "labor"
    ]
  },
  {
    "id": "census-india-api",
    "title": "Census of India API",
    "description": "Developer API for 2011 and 2001 Census published tables — demographic, housing, and population data.",
    "type": "dataverse",
    "category": "India Government Data",
    "url": "/dataverse.html#census-india-api",
    "tags": [
      "india",
      "census",
      "demographics",
      "population"
    ]
  },
  {
    "id": "nfhs-data",
    "title": "NFHS-5 Survey Data",
    "description": "National Family Health Survey covering 707 districts, 636K households — health, nutrition, maternal and child indicators.",
    "type": "dataverse",
    "category": "India Government Data",
    "url": "/dataverse.html#nfhs-data",
    "tags": [
      "india",
      "health",
      "nutrition",
      "demographics"
    ]
  },
  {
    "id": "niti-ndap",
    "title": "NITI Aayog NDAP",
    "description": "National Data Analytics Platform — cross-sectoral datasets standardized to common schema for merging and analysis.",
    "type": "dataverse",
    "category": "India Government Data",
    "url": "/dataverse.html#niti-ndap",
    "tags": [
      "india",
      "policy",
      "cross-sectoral",
      "analytics"
    ]
  },
  {
    "id": "rbi-data",
    "title": "RBI Data Portal",
    "description": "Reserve Bank of India economic, banking, monetary policy, and financial statistics.",
    "type": "dataverse",
    "category": "India Government Data",
    "url": "/dataverse.html#rbi-data",
    "tags": [
      "india",
      "finance",
      "banking",
      "monetary-policy"
    ]
  },
  {
    "id": "data-gov-in",
    "title": "data.gov.in",
    "description": "Open Government Data Platform India — 10,000+ datasets across all central and state ministries.",
    "type": "dataverse",
    "category": "India Government Data",
    "url": "/dataverse.html#data-gov-in",
    "tags": [
      "india",
      "open-data",
      "government",
      "multi-sector"
    ]
  },
  {
    "id": "aser-data",
    "title": "ASER Education Data",
    "description": "Annual Status of Education Report — 650,000+ children surveyed, rural learning outcomes across 26 states.",
    "type": "dataverse",
    "category": "India Government Data",
    "url": "/dataverse.html#aser-data",
    "tags": [
      "india",
      "education",
      "learning-outcomes",
      "rural"
    ]
  },
  {
    "id": "nsso-surveys",
    "title": "NSSO Survey Data",
    "description": "National Sample Survey micro-data on consumption expenditure, employment, enterprise, and social conditions.",
    "type": "dataverse",
    "category": "India Government Data",
    "url": "/dataverse.html#nsso-surveys",
    "tags": [
      "india",
      "surveys",
      "consumption",
      "employment"
    ]
  },
  {
    "id": "imd-weather",
    "title": "India Meteorological Department",
    "description": "Weather observations, climate data, monsoon forecasts, and cyclone tracking for India.",
    "type": "dataverse",
    "category": "India Government Data",
    "url": "/dataverse.html#imd-weather",
    "tags": [
      "india",
      "weather",
      "climate",
      "monsoon"
    ]
  },
  {
    "id": "udise-education",
    "title": "UDISE+ Education Data",
    "description": "Unified District Information System for Education — school-level enrollment, infrastructure, and teacher data.",
    "type": "dataverse",
    "category": "India Government Data",
    "url": "/dataverse.html#udise-education",
    "tags": [
      "india",
      "education",
      "schools",
      "enrollment"
    ]
  },
  {
    "id": "ncrb-crime",
    "title": "NCRB Crime Statistics",
    "description": "National Crime Records Bureau — crime, accident, prison, and juvenile justice statistics.",
    "type": "dataverse",
    "category": "India Government Data",
    "url": "/dataverse.html#ncrb-crime",
    "tags": [
      "india",
      "crime",
      "justice",
      "safety"
    ]
  },
  {
    "id": "pmgsy-roads",
    "title": "PMGSY Road Infrastructure",
    "description": "Pradhan Mantri Gram Sadak Yojana — rural road connectivity, habitation coverage data.",
    "type": "dataverse",
    "category": "India Government Data",
    "url": "/dataverse.html#pmgsy-roads",
    "tags": [
      "india",
      "infrastructure",
      "roads",
      "rural"
    ]
  },
  {
    "id": "tribal-affairs",
    "title": "Tribal Affairs Data Portal",
    "description": "Statistics on tribal populations, welfare schemes, and development indicators.",
    "type": "dataverse",
    "category": "India Government Data",
    "url": "/dataverse.html#tribal-affairs",
    "tags": [
      "india",
      "tribal",
      "indigenous",
      "development"
    ]
  },
  {
    "id": "wcd-data",
    "title": "Women & Child Development Data",
    "description": "ICDS, nutrition, maternal health, Beti Bachao, and child welfare statistics.",
    "type": "dataverse",
    "category": "India Government Data",
    "url": "/dataverse.html#wcd-data",
    "tags": [
      "india",
      "women",
      "children",
      "nutrition"
    ]
  },
  {
    "id": "world-bank-mcp",
    "title": "World Bank Data MCP",
    "description": "Query 1,000+ development indicators for 200+ countries — poverty, health, education, economics.",
    "type": "dataverse",
    "category": "Global Development Data",
    "url": "/dataverse.html#world-bank-mcp",
    "tags": [
      "global",
      "economics",
      "poverty",
      "indicators"
    ]
  },
  {
    "id": "imf-data-mcp",
    "title": "IMF Data MCP Server",
    "description": "International Monetary Fund economic data and time series via SDMX APIs.",
    "type": "dataverse",
    "category": "Global Development Data",
    "url": "/dataverse.html#imf-data-mcp",
    "tags": [
      "global",
      "economics",
      "fiscal",
      "monetary"
    ]
  },
  {
    "id": "undp-hdi",
    "title": "UNDP Human Development Data",
    "description": "Human Development Index API — composite indices and time-series data from 1990 to 2023.",
    "type": "dataverse",
    "category": "Global Development Data",
    "url": "/dataverse.html#undp-hdi",
    "tags": [
      "global",
      "human-development",
      "indices",
      "inequality"
    ]
  },
  {
    "id": "unicef-data",
    "title": "UNICEF Data Warehouse",
    "description": "900+ child welfare indicators across 247 countries via SDMX REST API.",
    "type": "dataverse",
    "category": "Global Development Data",
    "url": "/dataverse.html#unicef-data",
    "tags": [
      "global",
      "children",
      "health",
      "education"
    ]
  },
  {
    "id": "unicef-mcp",
    "title": "UNICEF MCP Server",
    "description": "Easy-read conversion, translation tools, and accessibility features for development content.",
    "type": "dataverse",
    "category": "Global Development Data",
    "url": "/dataverse.html#unicef-mcp",
    "tags": [
      "accessibility",
      "translation",
      "children"
    ]
  },
  {
    "id": "oecd-data",
    "title": "OECD Data Explorer",
    "description": "Economic, social, and environmental statistics for OECD member and partner countries.",
    "type": "dataverse",
    "category": "Global Development Data",
    "url": "/dataverse.html#oecd-data",
    "tags": [
      "global",
      "economics",
      "social",
      "environment"
    ]
  },
  {
    "id": "un-pop",
    "title": "UN Population Prospects",
    "description": "World population projections, mortality, fertility, and migration estimates to 2100.",
    "type": "dataverse",
    "category": "Global Development Data",
    "url": "/dataverse.html#un-pop",
    "tags": [
      "global",
      "population",
      "demographics",
      "projections"
    ]
  },
  {
    "id": "mpi-ophi",
    "title": "Multidimensional Poverty Index",
    "description": "OPHI/UNDP poverty measurement beyond income — health, education, living standards across 100+ countries.",
    "type": "dataverse",
    "category": "Global Development Data",
    "url": "/dataverse.html#mpi-ophi",
    "tags": [
      "global",
      "poverty",
      "multidimensional",
      "indices"
    ]
  },
  {
    "id": "wid-inequality",
    "title": "World Inequality Database",
    "description": "Income and wealth inequality data across countries and historical time periods.",
    "type": "dataverse",
    "category": "Global Development Data",
    "url": "/dataverse.html#wid-inequality",
    "tags": [
      "global",
      "inequality",
      "income",
      "wealth"
    ]
  },
  {
    "id": "hdx-humanitarian",
    "title": "Humanitarian Data Exchange",
    "description": "OCHA humanitarian datasets — crises, displacement, needs assessments, response data.",
    "type": "dataverse",
    "category": "Global Development Data",
    "url": "/dataverse.html#hdx-humanitarian",
    "tags": [
      "global",
      "humanitarian",
      "crises",
      "displacement"
    ]
  },
  {
    "id": "sdg-data-hub",
    "title": "Open SDG Data Hub",
    "description": "All 17 Sustainable Development Goals indicator tracking and progress monitoring.",
    "type": "dataverse",
    "category": "Global Development Data",
    "url": "/dataverse.html#sdg-data-hub",
    "tags": [
      "global",
      "sdgs",
      "targets",
      "indicators"
    ]
  },
  {
    "id": "unhcr-refugees",
    "title": "UNHCR Refugee Statistics",
    "description": "Refugee, asylum-seeker, internally displaced, and stateless population data.",
    "type": "dataverse",
    "category": "Global Development Data",
    "url": "/dataverse.html#unhcr-refugees",
    "tags": [
      "global",
      "refugees",
      "displacement",
      "asylum"
    ]
  },
  {
    "id": "unwomen-data",
    "title": "UN Women Data Hub",
    "description": "Gender equality statistics, women's empowerment indicators worldwide.",
    "type": "dataverse",
    "category": "Global Development Data",
    "url": "/dataverse.html#unwomen-data",
    "tags": [
      "global",
      "gender",
      "equality",
      "women"
    ]
  },
  {
    "id": "gbd-ihme",
    "title": "Global Burden of Disease",
    "description": "Comprehensive health loss data — mortality, morbidity, disability, and risk factors globally.",
    "type": "dataverse",
    "category": "Global Development Data",
    "url": "/dataverse.html#gbd-ihme",
    "tags": [
      "global",
      "health",
      "mortality",
      "disease"
    ]
  },
  {
    "id": "who-gho",
    "title": "WHO Global Health Observatory",
    "description": "1,000+ health indicators for 194 member states via OData API.",
    "type": "dataverse",
    "category": "Health & Epidemiology",
    "url": "/dataverse.html#who-gho",
    "tags": [
      "global",
      "health",
      "indicators",
      "epidemiology"
    ]
  },
  {
    "id": "dhs-program",
    "title": "DHS Program API",
    "description": "470+ demographic and health surveys from 90+ countries — reproductive health, nutrition, mortality.",
    "type": "dataverse",
    "category": "Health & Epidemiology",
    "url": "/dataverse.html#dhs-program",
    "tags": [
      "global",
      "health",
      "demographics",
      "surveys"
    ]
  },
  {
    "id": "medical-mcp",
    "title": "Medical MCP Server",
    "description": "Integrated access to FDA drug data, WHO guidelines, PubMed research, and RxNorm.",
    "type": "dataverse",
    "category": "Health & Epidemiology",
    "url": "/dataverse.html#medical-mcp",
    "tags": [
      "health",
      "medical",
      "drugs",
      "research"
    ]
  },
  {
    "id": "healthcare-data-mcp",
    "title": "Healthcare Data MCP",
    "description": "Government health datasets — spending, provider networks, drug pricing, quality metrics.",
    "type": "dataverse",
    "category": "Health & Epidemiology",
    "url": "/dataverse.html#healthcare-data-mcp",
    "tags": [
      "health",
      "spending",
      "quality",
      "providers"
    ]
  },
  {
    "id": "gavi-data",
    "title": "GAVI Vaccine Data",
    "description": "Immunization coverage, equity gaps, and vaccine alliance program statistics.",
    "type": "dataverse",
    "category": "Health & Epidemiology",
    "url": "/dataverse.html#gavi-data",
    "tags": [
      "health",
      "vaccines",
      "immunization",
      "equity"
    ]
  },
  {
    "id": "malaria-atlas",
    "title": "Malaria Atlas Project",
    "description": "Spatial malaria prevalence, incidence, mortality, and intervention coverage maps.",
    "type": "dataverse",
    "category": "Health & Epidemiology",
    "url": "/dataverse.html#malaria-atlas",
    "tags": [
      "health",
      "malaria",
      "spatial",
      "epidemiology"
    ]
  },
  {
    "id": "ncd-risk",
    "title": "NCD Risk Factor Collaboration",
    "description": "Non-communicable disease risk factor trends — diabetes, obesity, hypertension, cholesterol.",
    "type": "dataverse",
    "category": "Health & Epidemiology",
    "url": "/dataverse.html#ncd-risk",
    "tags": [
      "health",
      "ncd",
      "risk-factors",
      "chronic-disease"
    ]
  },
  {
    "id": "healthmap",
    "title": "HealthMap",
    "description": "Real-time disease surveillance, outbreak detection, and epidemic intelligence.",
    "type": "dataverse",
    "category": "Health & Epidemiology",
    "url": "/dataverse.html#healthmap",
    "tags": [
      "health",
      "surveillance",
      "outbreaks",
      "real-time"
    ]
  },
  {
    "id": "gnr-nutrition",
    "title": "Global Nutrition Report",
    "description": "Nutrition indicators — stunting, wasting, overweight, micronutrient deficiency globally.",
    "type": "dataverse",
    "category": "Health & Epidemiology",
    "url": "/dataverse.html#gnr-nutrition",
    "tags": [
      "health",
      "nutrition",
      "stunting",
      "malnutrition"
    ]
  },
  {
    "id": "pepfar-data",
    "title": "PEPFAR HIV/AIDS Data",
    "description": "US President's Emergency Plan for AIDS Relief — treatment, prevention, care data.",
    "type": "dataverse",
    "category": "Health & Epidemiology",
    "url": "/dataverse.html#pepfar-data",
    "tags": [
      "health",
      "hiv",
      "aids",
      "treatment"
    ]
  },
  {
    "id": "tb-data",
    "title": "TB DIAH Indicators",
    "description": "Tuberculosis surveillance, diagnosis, treatment outcomes, and program performance.",
    "type": "dataverse",
    "category": "Health & Epidemiology",
    "url": "/dataverse.html#tb-data",
    "tags": [
      "health",
      "tuberculosis",
      "surveillance"
    ]
  },
  {
    "id": "covid-owid",
    "title": "Our World in Data Health",
    "description": "COVID-19 and global health datasets with interactive visualizations and downloads.",
    "type": "dataverse",
    "category": "Health & Epidemiology",
    "url": "/dataverse.html#covid-owid",
    "tags": [
      "health",
      "covid",
      "global",
      "visualization"
    ]
  },
  {
    "id": "who-data-portal",
    "title": "WHO Data Portal",
    "description": "Unified WHO data access — indicators, metadata, country profiles, and comparisons.",
    "type": "dataverse",
    "category": "Health & Epidemiology",
    "url": "/dataverse.html#who-data-portal",
    "tags": [
      "health",
      "global",
      "indicators",
      "country-profiles"
    ]
  },
  {
    "id": "open-disease",
    "title": "OpenDisease",
    "description": "Open-source infectious disease modeling, forecasting, and epidemiological data.",
    "type": "dataverse",
    "category": "Health & Epidemiology",
    "url": "/dataverse.html#open-disease",
    "tags": [
      "health",
      "modeling",
      "infectious-disease"
    ]
  },
  {
    "id": "unesco-datahub",
    "title": "UNESCO DataHub",
    "description": "Education statistics and SDG 4 indicators — 808,000+ data points across countries.",
    "type": "dataverse",
    "category": "Education & Learning",
    "url": "/dataverse.html#unesco-datahub",
    "tags": [
      "education",
      "sdg4",
      "global",
      "statistics"
    ]
  },
  {
    "id": "uis-browser",
    "title": "UNESCO UIS Data Browser",
    "description": "Education, science, culture, and communication statistics with bulk download.",
    "type": "dataverse",
    "category": "Education & Learning",
    "url": "/dataverse.html#uis-browser",
    "tags": [
      "education",
      "science",
      "culture",
      "indicators"
    ]
  },
  {
    "id": "education-data-mcp",
    "title": "Education Data MCP",
    "description": "Urban Institute API — schools, districts, universities, enrollment, and finance data.",
    "type": "dataverse",
    "category": "Education & Learning",
    "url": "/dataverse.html#education-data-mcp",
    "tags": [
      "education",
      "schools",
      "enrollment",
      "finance"
    ]
  },
  {
    "id": "edubase-mcp",
    "title": "EduBase MCP",
    "description": "E-learning platform integration — quiz systems, STEM support, automatic grading.",
    "type": "dataverse",
    "category": "Education & Learning",
    "url": "/dataverse.html#edubase-mcp",
    "tags": [
      "education",
      "elearning",
      "assessment",
      "stem"
    ]
  },
  {
    "id": "wb-edstats",
    "title": "World Bank EdStats",
    "description": "Comprehensive education statistics — enrollment, completion, literacy, expenditure.",
    "type": "dataverse",
    "category": "Education & Learning",
    "url": "/dataverse.html#wb-edstats",
    "tags": [
      "education",
      "global",
      "enrollment",
      "literacy"
    ]
  },
  {
    "id": "gem-report",
    "title": "GEM Report Data",
    "description": "Global Education Monitoring Report — equity, quality, and inclusion datasets.",
    "type": "dataverse",
    "category": "Education & Learning",
    "url": "/dataverse.html#gem-report",
    "tags": [
      "education",
      "monitoring",
      "equity",
      "quality"
    ]
  },
  {
    "id": "learning-poverty",
    "title": "Learning Poverty Data",
    "description": "World Bank/UNESCO measure of children who cannot read by age 10.",
    "type": "dataverse",
    "category": "Education & Learning",
    "url": "/dataverse.html#learning-poverty",
    "tags": [
      "education",
      "poverty",
      "learning-outcomes"
    ]
  },
  {
    "id": "pisa-data",
    "title": "PISA Results Database",
    "description": "OECD Programme for International Student Assessment — reading, math, science.",
    "type": "dataverse",
    "category": "Education & Learning",
    "url": "/dataverse.html#pisa-data",
    "tags": [
      "education",
      "assessment",
      "international",
      "students"
    ]
  },
  {
    "id": "edtech-evidence",
    "title": "EdTech Hub Evidence",
    "description": "Education technology research and evidence library for low-income contexts.",
    "type": "dataverse",
    "category": "Education & Learning",
    "url": "/dataverse.html#edtech-evidence",
    "tags": [
      "education",
      "technology",
      "evidence",
      "research"
    ]
  },
  {
    "id": "mit-ocw",
    "title": "MIT OpenCourseWare",
    "description": "Free access to MIT course materials — lectures, assignments, syllabi.",
    "type": "dataverse",
    "category": "Education & Learning",
    "url": "/dataverse.html#mit-ocw",
    "tags": [
      "education",
      "open-content",
      "courses"
    ]
  },
  {
    "id": "oer-commons",
    "title": "OER Commons",
    "description": "Open Educational Resources — curated teaching and learning materials.",
    "type": "dataverse",
    "category": "Education & Learning",
    "url": "/dataverse.html#oer-commons",
    "tags": [
      "education",
      "open-resources",
      "teaching"
    ]
  },
  {
    "id": "ttf-teachers",
    "title": "Teacher Task Force Data",
    "description": "UNESCO teacher workforce statistics — supply, qualifications, training.",
    "type": "dataverse",
    "category": "Education & Learning",
    "url": "/dataverse.html#ttf-teachers",
    "tags": [
      "education",
      "teachers",
      "workforce",
      "training"
    ]
  },
  {
    "id": "diksha-platform",
    "title": "DIKSHA Platform",
    "description": "India's national digital education platform — content, assessments, telemetry.",
    "type": "dataverse",
    "category": "Education & Learning",
    "url": "/dataverse.html#diksha-platform",
    "tags": [
      "india",
      "education",
      "digital",
      "content"
    ]
  },
  {
    "id": "financial-mcp",
    "title": "Financial Datasets MCP",
    "description": "Stock market fundamentals — income statements, balance sheets, cash flow, historical prices.",
    "type": "dataverse",
    "category": "Economic & Financial",
    "url": "/dataverse.html#financial-mcp",
    "tags": [
      "finance",
      "stocks",
      "fundamentals"
    ]
  },
  {
    "id": "alphavantage-mcp",
    "title": "Alpha Vantage MCP",
    "description": "Real-time stocks, forex, crypto, commodities, and economic indicators.",
    "type": "dataverse",
    "category": "Economic & Financial",
    "url": "/dataverse.html#alphavantage-mcp",
    "tags": [
      "finance",
      "stocks",
      "forex",
      "real-time"
    ]
  },
  {
    "id": "eodhd-mcp",
    "title": "EODHD MCP Server",
    "description": "Historical financial data — end-of-day prices, fundamentals, intraday quotes.",
    "type": "dataverse",
    "category": "Economic & Financial",
    "url": "/dataverse.html#eodhd-mcp",
    "tags": [
      "finance",
      "historical",
      "stocks"
    ]
  },
  {
    "id": "ilostat",
    "title": "ILO ILOSTAT",
    "description": "Labor statistics for 200+ countries — employment, wages, working hours, child labor.",
    "type": "dataverse",
    "category": "Economic & Financial",
    "url": "/dataverse.html#ilostat",
    "tags": [
      "global",
      "labor",
      "employment",
      "wages"
    ]
  },
  {
    "id": "faostat",
    "title": "FAO FAOSTAT",
    "description": "Food and agriculture statistics for 245+ countries from 1961 to present.",
    "type": "dataverse",
    "category": "Economic & Financial",
    "url": "/dataverse.html#faostat",
    "tags": [
      "global",
      "agriculture",
      "food",
      "trade"
    ]
  },
  {
    "id": "comtrade",
    "title": "UN COMTRADE",
    "description": "International merchandise trade statistics — imports, exports, bilateral flows.",
    "type": "dataverse",
    "category": "Economic & Financial",
    "url": "/dataverse.html#comtrade",
    "tags": [
      "global",
      "trade",
      "imports",
      "exports"
    ]
  },
  {
    "id": "penn-world",
    "title": "Penn World Table",
    "description": "Cross-country GDP, productivity, capital, and trade data for economic research.",
    "type": "dataverse",
    "category": "Economic & Financial",
    "url": "/dataverse.html#penn-world",
    "tags": [
      "global",
      "gdp",
      "productivity",
      "economics"
    ]
  },
  {
    "id": "poverty-equity",
    "title": "Poverty & Equity Database",
    "description": "World Bank global poverty monitoring — headcount ratios, Gini, shared prosperity.",
    "type": "dataverse",
    "category": "Economic & Financial",
    "url": "/dataverse.html#poverty-equity",
    "tags": [
      "global",
      "poverty",
      "equity",
      "distribution"
    ]
  },
  {
    "id": "findex",
    "title": "Global Findex Database",
    "description": "Financial inclusion data — account ownership, savings, borrowing, digital payments.",
    "type": "dataverse",
    "category": "Economic & Financial",
    "url": "/dataverse.html#findex",
    "tags": [
      "global",
      "financial-inclusion",
      "banking"
    ]
  },
  {
    "id": "enterprise-surveys",
    "title": "Enterprise Surveys",
    "description": "Firm-level private sector data for developing countries — constraints, performance.",
    "type": "dataverse",
    "category": "Economic & Financial",
    "url": "/dataverse.html#enterprise-surveys",
    "tags": [
      "global",
      "private-sector",
      "firms"
    ]
  },
  {
    "id": "wb-microdata",
    "title": "World Bank Microdata Library",
    "description": "Household and individual survey microdata — LSMS, enterprise, labor force.",
    "type": "dataverse",
    "category": "Economic & Financial",
    "url": "/dataverse.html#wb-microdata",
    "tags": [
      "global",
      "microdata",
      "surveys"
    ]
  },
  {
    "id": "fred-data",
    "title": "FRED Economic Data",
    "description": "Federal Reserve 800,000+ economic time series — GDP, inflation, interest rates.",
    "type": "dataverse",
    "category": "Economic & Financial",
    "url": "/dataverse.html#fred-data",
    "tags": [
      "global",
      "economics",
      "time-series"
    ]
  },
  {
    "id": "wto-stats",
    "title": "WTO Statistics",
    "description": "World Trade Organization trade, tariff, and services data.",
    "type": "dataverse",
    "category": "Economic & Financial",
    "url": "/dataverse.html#wto-stats",
    "tags": [
      "global",
      "trade",
      "tariffs"
    ]
  },
  {
    "id": "cpi-transparency",
    "title": "Corruption Perceptions Index",
    "description": "Transparency International corruption and governance perception data.",
    "type": "dataverse",
    "category": "Economic & Financial",
    "url": "/dataverse.html#cpi-transparency",
    "tags": [
      "global",
      "governance",
      "corruption"
    ]
  },
  {
    "id": "paper-search-mcp",
    "title": "Paper Search MCP",
    "description": "Multi-source academic search — arXiv, PubMed, bioRxiv, Semantic Scholar, Google Scholar.",
    "type": "dataverse",
    "category": "Research & Evidence",
    "url": "/dataverse.html#paper-search-mcp",
    "tags": [
      "research",
      "papers",
      "academic"
    ]
  },
  {
    "id": "academic-search-mcp",
    "title": "Academic Paper Search MCP",
    "description": "Semantic Scholar and CrossRef integration — metadata, abstracts, PDF access.",
    "type": "dataverse",
    "category": "Research & Evidence",
    "url": "/dataverse.html#academic-search-mcp",
    "tags": [
      "research",
      "papers",
      "citations"
    ]
  },
  {
    "id": "semantic-scholar",
    "title": "Semantic Scholar API",
    "description": "200M+ academic papers with citation graphs, AI-generated summaries, and TLDRs.",
    "type": "dataverse",
    "category": "Research & Evidence",
    "url": "/dataverse.html#semantic-scholar",
    "tags": [
      "research",
      "papers",
      "citations",
      "ai"
    ]
  },
  {
    "id": "crossref-api",
    "title": "CrossRef API",
    "description": "DOI lookup, scholarly metadata, citation counts, and funder information.",
    "type": "dataverse",
    "category": "Research & Evidence",
    "url": "/dataverse.html#crossref-api",
    "tags": [
      "research",
      "doi",
      "metadata",
      "citations"
    ]
  },
  {
    "id": "wikipedia-mcp",
    "title": "Wikipedia MCP Server",
    "description": "Multi-language Wikipedia search, article retrieval, and knowledge base access.",
    "type": "dataverse",
    "category": "Research & Evidence",
    "url": "/dataverse.html#wikipedia-mcp",
    "tags": [
      "knowledge",
      "encyclopedia",
      "reference"
    ]
  },
  {
    "id": "kaggle-mcp",
    "title": "Kaggle MCP Server",
    "description": "50,000+ datasets, ML competitions, and notebook discovery.",
    "type": "dataverse",
    "category": "Research & Evidence",
    "url": "/dataverse.html#kaggle-mcp",
    "tags": [
      "data",
      "competitions",
      "ml",
      "datasets"
    ]
  },
  {
    "id": "3ie-evidence",
    "title": "3ie Development Evidence Portal",
    "description": "Impact evaluation evidence database for development interventions.",
    "type": "dataverse",
    "category": "Research & Evidence",
    "url": "/dataverse.html#3ie-evidence",
    "tags": [
      "evidence",
      "impact-evaluation",
      "development"
    ]
  },
  {
    "id": "jpal-evaluations",
    "title": "J-PAL Evidence Database",
    "description": "Randomized evaluations from the Abdul Latif Jameel Poverty Action Lab.",
    "type": "dataverse",
    "category": "Research & Evidence",
    "url": "/dataverse.html#jpal-evaluations",
    "tags": [
      "evidence",
      "rct",
      "poverty"
    ]
  },
  {
    "id": "campbell-reviews",
    "title": "Campbell Collaboration",
    "description": "Systematic review evidence for social, education, and justice interventions.",
    "type": "dataverse",
    "category": "Research & Evidence",
    "url": "/dataverse.html#campbell-reviews",
    "tags": [
      "evidence",
      "systematic-reviews",
      "social"
    ]
  },
  {
    "id": "eppi-centre",
    "title": "EPPI Centre Evidence Library",
    "description": "Systematic review evidence for education, health, and social policy.",
    "type": "dataverse",
    "category": "Research & Evidence",
    "url": "/dataverse.html#eppi-centre",
    "tags": [
      "evidence",
      "systematic-reviews",
      "policy"
    ]
  },
  {
    "id": "elicit-ai",
    "title": "Elicit",
    "description": "AI research assistant — systematic literature review, claim extraction, synthesis.",
    "type": "dataverse",
    "category": "Research & Evidence",
    "url": "/dataverse.html#elicit-ai",
    "tags": [
      "ai",
      "research",
      "literature-review"
    ]
  },
  {
    "id": "consensus-ai",
    "title": "Consensus",
    "description": "AI-powered academic search — yes/no synthesis from research papers.",
    "type": "dataverse",
    "category": "Research & Evidence",
    "url": "/dataverse.html#consensus-ai",
    "tags": [
      "ai",
      "research",
      "search",
      "synthesis"
    ]
  },
  {
    "id": "connected-papers",
    "title": "Connected Papers",
    "description": "Visual citation network explorer — discover related papers through graph analysis.",
    "type": "dataverse",
    "category": "Research & Evidence",
    "url": "/dataverse.html#connected-papers",
    "tags": [
      "research",
      "citations",
      "visualization"
    ]
  },
  {
    "id": "scite-ai",
    "title": "Scite.ai",
    "description": "Smart citation analysis — identifies supporting, contrasting, and mentioning citations.",
    "type": "dataverse",
    "category": "Research & Evidence",
    "url": "/dataverse.html#scite-ai",
    "tags": [
      "research",
      "citations",
      "analysis"
    ]
  },
  {
    "id": "antv-chart-mcp",
    "title": "AntV Chart MCP",
    "description": "25+ chart types — bar, line, pie, radar, heatmap, Sankey, flow diagrams.",
    "type": "dataverse",
    "category": "Data Visualization",
    "url": "/dataverse.html#antv-chart-mcp",
    "tags": [
      "visualization",
      "charts",
      "interactive"
    ]
  },
  {
    "id": "quickchart-mcp",
    "title": "QuickChart MCP",
    "description": "URL-based chart generation via QuickChart.io — embed charts anywhere.",
    "type": "dataverse",
    "category": "Data Visualization",
    "url": "/dataverse.html#quickchart-mcp",
    "tags": [
      "visualization",
      "charts",
      "url-based"
    ]
  },
  {
    "id": "dataviz-mcp",
    "title": "Data Visualization MCP",
    "description": "8 visualization tools — scatter plots, 3D surfaces, heatmaps, histograms.",
    "type": "dataverse",
    "category": "Data Visualization",
    "url": "/dataverse.html#dataviz-mcp",
    "tags": [
      "visualization",
      "scatter",
      "3d",
      "heatmap"
    ]
  },
  {
    "id": "plotting-mcp",
    "title": "Plotting MCP",
    "description": "CSV data to matplotlib visualizations using Python.",
    "type": "dataverse",
    "category": "Data Visualization",
    "url": "/dataverse.html#plotting-mcp",
    "tags": [
      "visualization",
      "csv",
      "python"
    ]
  },
  {
    "id": "duckdb-viz-mcp",
    "title": "DuckDB Visualization MCP",
    "description": "Natural language queries transformed into interactive visualizations.",
    "type": "dataverse",
    "category": "Data Visualization",
    "url": "/dataverse.html#duckdb-viz-mcp",
    "tags": [
      "visualization",
      "natural-language",
      "interactive"
    ]
  },
  {
    "id": "flourish",
    "title": "Flourish Studio",
    "description": "Interactive data visualization trusted by newsrooms — charts, maps, stories.",
    "type": "dataverse",
    "category": "Data Visualization",
    "url": "/dataverse.html#flourish",
    "tags": [
      "visualization",
      "interactive",
      "storytelling"
    ]
  },
  {
    "id": "datawrapper",
    "title": "Datawrapper",
    "description": "Charts, maps, and tables optimized for publishing and embedding.",
    "type": "dataverse",
    "category": "Data Visualization",
    "url": "/dataverse.html#datawrapper",
    "tags": [
      "visualization",
      "charts",
      "maps",
      "publishing"
    ]
  },
  {
    "id": "rawgraphs",
    "title": "RAWGraphs",
    "description": "Open source visualization from spreadsheet data — custom chart types.",
    "type": "dataverse",
    "category": "Data Visualization",
    "url": "/dataverse.html#rawgraphs",
    "tags": [
      "visualization",
      "open-source",
      "spreadsheets"
    ]
  },
  {
    "id": "vegalite",
    "title": "Vega-Lite",
    "description": "Declarative grammar for concise interactive visualization specifications.",
    "type": "dataverse",
    "category": "Data Visualization",
    "url": "/dataverse.html#vegalite",
    "tags": [
      "visualization",
      "grammar",
      "declarative"
    ]
  },
  {
    "id": "observable",
    "title": "Observable",
    "description": "Data visualization notebooks — D3, Plot, collaborative analysis.",
    "type": "dataverse",
    "category": "Data Visualization",
    "url": "/dataverse.html#observable",
    "tags": [
      "visualization",
      "notebooks",
      "d3"
    ]
  },
  {
    "id": "plotly",
    "title": "Plotly / Dash",
    "description": "Interactive Python data visualization and analytical web dashboards.",
    "type": "dataverse",
    "category": "Data Visualization",
    "url": "/dataverse.html#plotly",
    "tags": [
      "visualization",
      "python",
      "dashboards"
    ]
  },
  {
    "id": "kepler-gl",
    "title": "Kepler.gl",
    "description": "Large-scale geospatial data visualization on the web.",
    "type": "dataverse",
    "category": "Data Visualization",
    "url": "/dataverse.html#kepler-gl",
    "tags": [
      "visualization",
      "geospatial",
      "maps"
    ]
  },
  {
    "id": "infogram",
    "title": "Infogram",
    "description": "AI-powered infographics, charts, and interactive data reports.",
    "type": "dataverse",
    "category": "Data Visualization",
    "url": "/dataverse.html#infogram",
    "tags": [
      "visualization",
      "infographics",
      "ai"
    ]
  },
  {
    "id": "kobotoolbox",
    "title": "KoboToolbox API",
    "description": "Mobile data collection platform for humanitarian and development surveys.",
    "type": "dataverse",
    "category": "M&E & Impact",
    "url": "/dataverse.html#kobotoolbox",
    "tags": [
      "mel",
      "data-collection",
      "mobile",
      "surveys"
    ]
  },
  {
    "id": "surveycto",
    "title": "SurveyCTO API",
    "description": "Enterprise survey data collection, management, and quality assurance.",
    "type": "dataverse",
    "category": "M&E & Impact",
    "url": "/dataverse.html#surveycto",
    "tags": [
      "mel",
      "surveys",
      "data-collection"
    ]
  },
  {
    "id": "activityinfo",
    "title": "ActivityInfo API",
    "description": "M&E indicator tracking, information management, and reporting.",
    "type": "dataverse",
    "category": "M&E & Impact",
    "url": "/dataverse.html#activityinfo",
    "tags": [
      "mel",
      "indicators",
      "tracking"
    ]
  },
  {
    "id": "toladata",
    "title": "TolaData API",
    "description": "M&E workflow management, indicator tracking, and program data.",
    "type": "dataverse",
    "category": "M&E & Impact",
    "url": "/dataverse.html#toladata",
    "tags": [
      "mel",
      "workflow",
      "indicators"
    ]
  },
  {
    "id": "dhis2",
    "title": "DHIS2 API",
    "description": "Health information system used in 80+ countries — reporting, analytics, dashboards.",
    "type": "dataverse",
    "category": "M&E & Impact",
    "url": "/dataverse.html#dhis2",
    "tags": [
      "mel",
      "health",
      "information-system"
    ]
  },
  {
    "id": "evaluation-ai",
    "title": "Evaluation AI",
    "description": "AI-powered M&E framework design, data analysis, and evaluation report generation.",
    "type": "dataverse",
    "category": "M&E & Impact",
    "url": "/dataverse.html#evaluation-ai",
    "tags": [
      "ai",
      "mel",
      "frameworks"
    ]
  },
  {
    "id": "sopact",
    "title": "Sopact Sense",
    "description": "End-to-end impact measurement, M&E analytics, and stakeholder reporting.",
    "type": "dataverse",
    "category": "M&E & Impact",
    "url": "/dataverse.html#sopact",
    "tags": [
      "mel",
      "impact",
      "measurement"
    ]
  },
  {
    "id": "devresults",
    "title": "DevResults API",
    "description": "Results management with geospatial indicator tracking and donor reporting.",
    "type": "dataverse",
    "category": "M&E & Impact",
    "url": "/dataverse.html#devresults",
    "tags": [
      "mel",
      "results",
      "geospatial"
    ]
  },
  {
    "id": "social-value",
    "title": "Social Value International",
    "description": "SROI framework, social value measurement principles and guidance.",
    "type": "dataverse",
    "category": "M&E & Impact",
    "url": "/dataverse.html#social-value",
    "tags": [
      "mel",
      "sroi",
      "social-value"
    ]
  },
  {
    "id": "betterevaluation",
    "title": "BetterEvaluation",
    "description": "Comprehensive evaluation methods library — 300+ approaches and options.",
    "type": "dataverse",
    "category": "M&E & Impact",
    "url": "/dataverse.html#betterevaluation",
    "tags": [
      "mel",
      "methods",
      "evaluation"
    ]
  },
  {
    "id": "alnap",
    "title": "ALNAP Evaluation Resources",
    "description": "Humanitarian evaluation guidance, quality standards, and evidence synthesis.",
    "type": "dataverse",
    "category": "M&E & Impact",
    "url": "/dataverse.html#alnap",
    "tags": [
      "mel",
      "humanitarian",
      "evaluation"
    ]
  },
  {
    "id": "what-works",
    "title": "What Works Network",
    "description": "UK evidence centres linking research to policy and practice.",
    "type": "dataverse",
    "category": "M&E & Impact",
    "url": "/dataverse.html#what-works",
    "tags": [
      "evidence",
      "policy",
      "what-works"
    ]
  },
  {
    "id": "cea-registry",
    "title": "CEA Registry",
    "description": "Cost-effectiveness analysis database from Tufts Medical Center.",
    "type": "dataverse",
    "category": "M&E & Impact",
    "url": "/dataverse.html#cea-registry",
    "tags": [
      "mel",
      "cost-effectiveness",
      "health"
    ]
  },
  {
    "id": "dime-wb",
    "title": "DIME World Bank",
    "description": "Development Impact Evaluation — methods, tools, and research resources.",
    "type": "dataverse",
    "category": "M&E & Impact",
    "url": "/dataverse.html#dime-wb",
    "tags": [
      "mel",
      "impact-evaluation",
      "research"
    ]
  },
  {
    "id": "gis-mcp",
    "title": "GIS MCP Server",
    "description": "Geometry operations, coordinate transforms, spatial analysis, and map generation (PNG, PDF).",
    "type": "dataverse",
    "category": "Geospatial & Mapping",
    "url": "/dataverse.html#gis-mcp",
    "tags": [
      "geospatial",
      "gis",
      "maps",
      "analysis"
    ]
  },
  {
    "id": "gis-conversion-mcp",
    "title": "GIS Data Conversion MCP",
    "description": "Format conversions — Shapefile, GeoJSON, KML, GPX, and more.",
    "type": "dataverse",
    "category": "Geospatial & Mapping",
    "url": "/dataverse.html#gis-conversion-mcp",
    "tags": [
      "geospatial",
      "conversion",
      "formats"
    ]
  },
  {
    "id": "carto-mcp",
    "title": "CARTO MCP Server",
    "description": "Enterprise geospatial analysis, workflows, and location intelligence.",
    "type": "dataverse",
    "category": "Geospatial & Mapping",
    "url": "/dataverse.html#carto-mcp",
    "tags": [
      "geospatial",
      "enterprise",
      "analysis"
    ]
  },
  {
    "id": "gadm",
    "title": "GADM Database",
    "description": "Administrative boundary polygons for every country — provinces, districts, sub-districts.",
    "type": "dataverse",
    "category": "Geospatial & Mapping",
    "url": "/dataverse.html#gadm",
    "tags": [
      "geospatial",
      "boundaries",
      "administrative"
    ]
  },
  {
    "id": "osm-overpass",
    "title": "OpenStreetMap Overpass API",
    "description": "Query infrastructure, facilities, roads, and points of interest globally.",
    "type": "dataverse",
    "category": "Geospatial & Mapping",
    "url": "/dataverse.html#osm-overpass",
    "tags": [
      "geospatial",
      "osm",
      "infrastructure"
    ]
  },
  {
    "id": "nasa-sedac",
    "title": "NASA SEDAC",
    "description": "Socioeconomic Data and Applications Center — population grids, land use, hazards.",
    "type": "dataverse",
    "category": "Geospatial & Mapping",
    "url": "/dataverse.html#nasa-sedac",
    "tags": [
      "geospatial",
      "population",
      "land-use"
    ]
  },
  {
    "id": "copernicus",
    "title": "Copernicus Climate Data",
    "description": "European Earth observation — climate reanalysis, forecasts, and satellite products.",
    "type": "dataverse",
    "category": "Geospatial & Mapping",
    "url": "/dataverse.html#copernicus",
    "tags": [
      "geospatial",
      "climate",
      "satellite"
    ]
  },
  {
    "id": "worldpop",
    "title": "WorldPop",
    "description": "High-resolution population distribution and demographic maps.",
    "type": "dataverse",
    "category": "Geospatial & Mapping",
    "url": "/dataverse.html#worldpop",
    "tags": [
      "geospatial",
      "population",
      "distribution"
    ]
  },
  {
    "id": "nightlights",
    "title": "Night Lights Data (VIIRS)",
    "description": "Satellite nighttime lights — proxy for economic activity, electrification, urbanization.",
    "type": "dataverse",
    "category": "Geospatial & Mapping",
    "url": "/dataverse.html#nightlights",
    "tags": [
      "geospatial",
      "satellite",
      "economics"
    ]
  },
  {
    "id": "hotosm",
    "title": "Humanitarian OpenStreetMap",
    "description": "Community mapping for humanitarian response, disaster preparedness, and development.",
    "type": "dataverse",
    "category": "Geospatial & Mapping",
    "url": "/dataverse.html#hotosm",
    "tags": [
      "geospatial",
      "humanitarian",
      "mapping"
    ]
  },
  {
    "id": "mapbox",
    "title": "MapBox API",
    "description": "Mapping, geocoding, navigation, and location services platform.",
    "type": "dataverse",
    "category": "Geospatial & Mapping",
    "url": "/dataverse.html#mapbox",
    "tags": [
      "geospatial",
      "maps",
      "geocoding"
    ]
  },
  {
    "id": "earth-engine",
    "title": "Google Earth Engine",
    "description": "Planetary-scale satellite imagery analysis and geospatial computing.",
    "type": "dataverse",
    "category": "Geospatial & Mapping",
    "url": "/dataverse.html#earth-engine",
    "tags": [
      "geospatial",
      "satellite",
      "analysis"
    ]
  },
  {
    "id": "diva-gis",
    "title": "DIVA-GIS Country Data",
    "description": "Country-level geographic data — administrative, climate, biodiversity.",
    "type": "dataverse",
    "category": "Geospatial & Mapping",
    "url": "/dataverse.html#diva-gis",
    "tags": [
      "geospatial",
      "biodiversity",
      "environment"
    ]
  },
  {
    "id": "weather-mcp",
    "title": "Weather MCP (Open-Meteo)",
    "description": "Global weather data — current conditions, 16-day forecasts, no API key required.",
    "type": "dataverse",
    "category": "Climate & Environment",
    "url": "/dataverse.html#weather-mcp",
    "tags": [
      "weather",
      "forecasts",
      "global"
    ]
  },
  {
    "id": "climate-watch",
    "title": "Climate Watch Data",
    "description": "Greenhouse gas emissions, NDCs, adaptation plans, and climate policy data.",
    "type": "dataverse",
    "category": "Climate & Environment",
    "url": "/dataverse.html#climate-watch",
    "tags": [
      "climate",
      "emissions",
      "policy"
    ]
  },
  {
    "id": "global-forest",
    "title": "Global Forest Watch",
    "description": "Near-real-time deforestation monitoring, forest loss, and fire alerts.",
    "type": "dataverse",
    "category": "Climate & Environment",
    "url": "/dataverse.html#global-forest",
    "tags": [
      "environment",
      "forests",
      "deforestation"
    ]
  },
  {
    "id": "aquastat",
    "title": "FAO AQUASTAT",
    "description": "Global water use, resources, irrigation, and water scarcity statistics.",
    "type": "dataverse",
    "category": "Climate & Environment",
    "url": "/dataverse.html#aquastat",
    "tags": [
      "environment",
      "water",
      "irrigation"
    ]
  },
  {
    "id": "wri-aqueduct",
    "title": "WRI Aqueduct",
    "description": "Water risk assessment — baseline water stress, flood, and drought risk mapping.",
    "type": "dataverse",
    "category": "Climate & Environment",
    "url": "/dataverse.html#wri-aqueduct",
    "tags": [
      "environment",
      "water",
      "risk"
    ]
  },
  {
    "id": "ndgain",
    "title": "ND-GAIN Country Index",
    "description": "Climate vulnerability and readiness scores for 192 countries.",
    "type": "dataverse",
    "category": "Climate & Environment",
    "url": "/dataverse.html#ndgain",
    "tags": [
      "climate",
      "vulnerability",
      "adaptation"
    ]
  },
  {
    "id": "climate-action",
    "title": "Climate Action Tracker",
    "description": "Independent assessment of government climate policies and warming projections.",
    "type": "dataverse",
    "category": "Climate & Environment",
    "url": "/dataverse.html#climate-action",
    "tags": [
      "climate",
      "policy",
      "projections"
    ]
  },
  {
    "id": "carbon-project",
    "title": "Global Carbon Project",
    "description": "Annual global carbon budget — emissions from fossil fuels, land use, and ocean sinks.",
    "type": "dataverse",
    "category": "Climate & Environment",
    "url": "/dataverse.html#carbon-project",
    "tags": [
      "climate",
      "carbon",
      "emissions"
    ]
  },
  {
    "id": "air-quality",
    "title": "Air Quality Index API",
    "description": "Real-time air quality monitoring for 100+ countries.",
    "type": "dataverse",
    "category": "Climate & Environment",
    "url": "/dataverse.html#air-quality",
    "tags": [
      "environment",
      "air-quality",
      "pollution"
    ]
  },
  {
    "id": "edgar-emissions",
    "title": "EDGAR Emissions Database",
    "description": "EU JRC global greenhouse gas emissions by country, sector, and gas type.",
    "type": "dataverse",
    "category": "Climate & Environment",
    "url": "/dataverse.html#edgar-emissions",
    "tags": [
      "climate",
      "emissions",
      "greenhouse-gas"
    ]
  },
  {
    "id": "ipcc-ddc",
    "title": "IPCC Data Distribution Centre",
    "description": "Climate scenario data, model outputs, and socioeconomic projections.",
    "type": "dataverse",
    "category": "Climate & Environment",
    "url": "/dataverse.html#ipcc-ddc",
    "tags": [
      "climate",
      "scenarios",
      "projections"
    ]
  },
  {
    "id": "firms-fire",
    "title": "NASA FIRMS",
    "description": "Real-time active fire and thermal anomaly detection from MODIS and VIIRS satellites.",
    "type": "dataverse",
    "category": "Climate & Environment",
    "url": "/dataverse.html#firms-fire",
    "tags": [
      "environment",
      "fire",
      "satellite"
    ]
  },
  {
    "id": "noaa-climate",
    "title": "NOAA Climate Data Online",
    "description": "Historical weather observations, climate normals, and extreme events.",
    "type": "dataverse",
    "category": "Climate & Environment",
    "url": "/dataverse.html#noaa-climate",
    "tags": [
      "climate",
      "weather",
      "historical"
    ]
  },
  {
    "id": "pdf-reader-mcp",
    "title": "PDF Reader MCP",
    "description": "Production-ready PDF processing with parallel extraction and 94%+ accuracy.",
    "type": "dataverse",
    "category": "Document & File Processing",
    "url": "/dataverse.html#pdf-reader-mcp",
    "tags": [
      "documents",
      "pdf",
      "extraction"
    ]
  },
  {
    "id": "pdf-tools-mcp",
    "title": "MCP PDF Tools",
    "description": "PDF manipulation — merge, split, extract pages, rotate, and annotate.",
    "type": "dataverse",
    "category": "Document & File Processing",
    "url": "/dataverse.html#pdf-tools-mcp",
    "tags": [
      "documents",
      "pdf",
      "manipulation"
    ]
  },
  {
    "id": "docling-mcp",
    "title": "Docling MCP",
    "description": "Document conversion to structured formats — PDF, Word, presentations to JSON/Markdown.",
    "type": "dataverse",
    "category": "Document & File Processing",
    "url": "/dataverse.html#docling-mcp",
    "tags": [
      "documents",
      "conversion",
      "structured"
    ]
  },
  {
    "id": "aws-doc-loader",
    "title": "AWS Document Loader MCP",
    "description": "Process PDF, Word, Excel, and PowerPoint files in the cloud.",
    "type": "dataverse",
    "category": "Document & File Processing",
    "url": "/dataverse.html#aws-doc-loader",
    "tags": [
      "documents",
      "multi-format",
      "cloud"
    ]
  },
  {
    "id": "filesystem-mcp",
    "title": "Filesystem MCP Server",
    "description": "Local file operations — read, write, search, list, and analyze files.",
    "type": "dataverse",
    "category": "Document & File Processing",
    "url": "/dataverse.html#filesystem-mcp",
    "tags": [
      "files",
      "filesystem",
      "operations"
    ]
  },
  {
    "id": "gdrive-mcp",
    "title": "Google Drive MCP",
    "description": "File management across Google Drive — upload, download, search, organize.",
    "type": "dataverse",
    "category": "Document & File Processing",
    "url": "/dataverse.html#gdrive-mcp",
    "tags": [
      "files",
      "google-drive",
      "cloud"
    ]
  },
  {
    "id": "gsheets-mcp",
    "title": "Google Sheets MCP",
    "description": "Create, read, modify, and automate Google Sheets spreadsheets.",
    "type": "dataverse",
    "category": "Document & File Processing",
    "url": "/dataverse.html#gsheets-mcp",
    "tags": [
      "spreadsheets",
      "google-sheets",
      "automation"
    ]
  },
  {
    "id": "tabula",
    "title": "Tabula",
    "description": "Reliable PDF table extraction — open source, works with complex tables.",
    "type": "dataverse",
    "category": "Document & File Processing",
    "url": "/dataverse.html#tabula",
    "tags": [
      "documents",
      "pdf",
      "tables"
    ]
  },
  {
    "id": "tesseract-ocr",
    "title": "Tesseract OCR",
    "description": "Open source optical character recognition for 100+ languages.",
    "type": "dataverse",
    "category": "Document & File Processing",
    "url": "/dataverse.html#tesseract-ocr",
    "tags": [
      "documents",
      "ocr",
      "text-recognition"
    ]
  },
  {
    "id": "camelot-pdf",
    "title": "Camelot",
    "description": "Python library for PDF table extraction — stream and lattice parsing.",
    "type": "dataverse",
    "category": "Document & File Processing",
    "url": "/dataverse.html#camelot-pdf",
    "tags": [
      "documents",
      "pdf",
      "tables",
      "python"
    ]
  },
  {
    "id": "pandoc",
    "title": "Pandoc",
    "description": "Universal document converter — Markdown, LaTeX, HTML, DOCX, EPUB, and 40+ formats.",
    "type": "dataverse",
    "category": "Document & File Processing",
    "url": "/dataverse.html#pandoc",
    "tags": [
      "documents",
      "conversion",
      "formats"
    ]
  },
  {
    "id": "tika",
    "title": "Apache Tika",
    "description": "Content detection, text extraction, and metadata analysis for 1,000+ file types.",
    "type": "dataverse",
    "category": "Document & File Processing",
    "url": "/dataverse.html#tika",
    "tags": [
      "documents",
      "extraction",
      "metadata"
    ]
  },
  {
    "id": "dbhub-mcp",
    "title": "DBHub Universal Gateway",
    "description": "Unified access to PostgreSQL, MySQL, SQLite, DuckDB, and SQL Server.",
    "type": "dataverse",
    "category": "Database & Analytics",
    "url": "/dataverse.html#dbhub-mcp",
    "tags": [
      "database",
      "sql",
      "multi-engine"
    ]
  },
  {
    "id": "postgres-mcp",
    "title": "PostgreSQL MCP Server",
    "description": "Direct PostgreSQL integration — queries, schema inspection, and table browsing.",
    "type": "dataverse",
    "category": "Database & Analytics",
    "url": "/dataverse.html#postgres-mcp",
    "tags": [
      "database",
      "postgresql",
      "sql"
    ]
  },
  {
    "id": "duckdb-mcp",
    "title": "DuckDB MCP Server",
    "description": "In-process analytics on CSV, Parquet, JSON, and S3 data without import.",
    "type": "dataverse",
    "category": "Database & Analytics",
    "url": "/dataverse.html#duckdb-mcp",
    "tags": [
      "database",
      "analytics",
      "csv",
      "parquet"
    ]
  },
  {
    "id": "sqlite-mcp",
    "title": "SQLite MCP",
    "description": "Lightweight embedded database — create, query, and manage local databases.",
    "type": "dataverse",
    "category": "Database & Analytics",
    "url": "/dataverse.html#sqlite-mcp",
    "tags": [
      "database",
      "sqlite",
      "embedded"
    ]
  },
  {
    "id": "supabase-mcp",
    "title": "Supabase MCP",
    "description": "PostgreSQL + backend services — 20+ tools, real-time, auth, and storage.",
    "type": "dataverse",
    "category": "Database & Analytics",
    "url": "/dataverse.html#supabase-mcp",
    "tags": [
      "database",
      "postgresql",
      "backend"
    ]
  },
  {
    "id": "mcp-analytics",
    "title": "MCP Analytics",
    "description": "50+ ML and statistics tools — regression, forecasting, clustering, dimensionality reduction.",
    "type": "dataverse",
    "category": "Database & Analytics",
    "url": "/dataverse.html#mcp-analytics",
    "tags": [
      "analytics",
      "ml",
      "statistics"
    ]
  },
  {
    "id": "pandas-mcp",
    "title": "Pandas Data Analysis MCP",
    "description": "Python pandas data manipulation, transformation, and analysis via MCP.",
    "type": "dataverse",
    "category": "Database & Analytics",
    "url": "/dataverse.html#pandas-mcp",
    "tags": [
      "analytics",
      "python",
      "pandas"
    ]
  },
  {
    "id": "statsource-mcp",
    "title": "Statsource MCP",
    "description": "Statistical analysis and insights from CSV, database, and API data sources.",
    "type": "dataverse",
    "category": "Database & Analytics",
    "url": "/dataverse.html#statsource-mcp",
    "tags": [
      "analytics",
      "statistics",
      "insights"
    ]
  },
  {
    "id": "superset",
    "title": "Apache Superset",
    "description": "Open source BI — interactive dashboards, SQL Lab, 40+ visualization types.",
    "type": "dataverse",
    "category": "Database & Analytics",
    "url": "/dataverse.html#superset",
    "tags": [
      "analytics",
      "dashboards",
      "bi"
    ]
  },
  {
    "id": "metabase",
    "title": "Metabase",
    "description": "Open source analytics — ask questions, get answers, build dashboards.",
    "type": "dataverse",
    "category": "Database & Analytics",
    "url": "/dataverse.html#metabase",
    "tags": [
      "analytics",
      "bi",
      "dashboards"
    ]
  },
  {
    "id": "redash",
    "title": "Redash",
    "description": "Connect to any data source, query, visualize, and share dashboards.",
    "type": "dataverse",
    "category": "Database & Analytics",
    "url": "/dataverse.html#redash",
    "tags": [
      "analytics",
      "dashboards",
      "queries"
    ]
  },
  {
    "id": "jupyter-mcp",
    "title": "Jupyter MCP",
    "description": "Notebook-based interactive data analysis, visualization, and code execution.",
    "type": "dataverse",
    "category": "Database & Analytics",
    "url": "/dataverse.html#jupyter-mcp",
    "tags": [
      "analytics",
      "notebooks",
      "python"
    ]
  },
  {
    "id": "r-stats",
    "title": "R Statistical Computing",
    "description": "Comprehensive statistical analysis environment — 20,000+ packages.",
    "type": "dataverse",
    "category": "Database & Analytics",
    "url": "/dataverse.html#r-stats",
    "tags": [
      "analytics",
      "statistics",
      "r"
    ]
  },
  {
    "id": "skill-impact-pathway",
    "title": "/analyze-impact-pathway",
    "description": "Evaluate a Theory of Change — check logic, surface assumptions, identify evidence gaps, assess context-specific risks.",
    "type": "dataverse",
    "category": "Claude Skills & Workflows",
    "url": "/dataverse.html#skill-impact-pathway",
    "tags": [
      "skill",
      "theory-of-change",
      "evaluation"
    ]
  },
  {
    "id": "skill-mel-framework",
    "title": "/design-mel-framework",
    "description": "M&E framework selection wizard — match your intervention type, sector, and scale to the right framework.",
    "type": "dataverse",
    "category": "Claude Skills & Workflows",
    "url": "/dataverse.html#skill-mel-framework",
    "tags": [
      "skill",
      "mel",
      "frameworks"
    ]
  },
  {
    "id": "skill-sdg-alignment",
    "title": "/sdg-alignment",
    "description": "Map initiatives to SDG targets with evidence citations and indicator suggestions.",
    "type": "dataverse",
    "category": "Claude Skills & Workflows",
    "url": "/dataverse.html#skill-sdg-alignment",
    "tags": [
      "skill",
      "sdgs",
      "targets"
    ]
  },
  {
    "id": "skill-policy-brief",
    "title": "/policy-impact-brief",
    "description": "Generate evidence-based policy briefs combining data, research, and contextual analysis.",
    "type": "dataverse",
    "category": "Claude Skills & Workflows",
    "url": "/dataverse.html#skill-policy-brief",
    "tags": [
      "skill",
      "policy",
      "briefs"
    ]
  },
  {
    "id": "skill-bct-audit",
    "title": "/behavior-change-audit",
    "description": "Audit programs for behavior change technique coverage — gaps, opportunities, and recommendations.",
    "type": "dataverse",
    "category": "Claude Skills & Workflows",
    "url": "/dataverse.html#skill-bct-audit",
    "tags": [
      "skill",
      "behavior-change",
      "audit"
    ]
  },
  {
    "id": "skill-south-asia",
    "title": "/south-asia-context",
    "description": "Add South Asian development context — cultural norms, institutional structures, and political factors.",
    "type": "dataverse",
    "category": "Claude Skills & Workflows",
    "url": "/dataverse.html#skill-south-asia",
    "tags": [
      "skill",
      "south-asia",
      "context"
    ]
  },
  {
    "id": "skill-cea",
    "title": "/cost-effectiveness",
    "description": "Quick cost-effectiveness and cost-benefit analysis with sensitivity testing.",
    "type": "dataverse",
    "category": "Claude Skills & Workflows",
    "url": "/dataverse.html#skill-cea",
    "tags": [
      "skill",
      "cost-effectiveness",
      "economics"
    ]
  },
  {
    "id": "skill-data-feminism",
    "title": "/data-feminism-lens",
    "description": "Apply intersectional and feminist data analysis frameworks to datasets and findings.",
    "type": "dataverse",
    "category": "Claude Skills & Workflows",
    "url": "/dataverse.html#skill-data-feminism",
    "tags": [
      "skill",
      "feminism",
      "intersectional"
    ]
  },
  {
    "id": "skill-survey",
    "title": "/survey-design",
    "description": "Design surveys with validated instruments, sampling strategies, and ethical protocols.",
    "type": "dataverse",
    "category": "Claude Skills & Workflows",
    "url": "/dataverse.html#skill-survey",
    "tags": [
      "skill",
      "surveys",
      "instruments"
    ]
  },
  {
    "id": "skill-qual-coding",
    "title": "/qualitative-coding",
    "description": "AI-assisted thematic analysis for interview transcripts, FGDs, and field notes.",
    "type": "dataverse",
    "category": "Claude Skills & Workflows",
    "url": "/dataverse.html#skill-qual-coding",
    "tags": [
      "skill",
      "qualitative",
      "coding"
    ]
  },
  {
    "id": "skill-lit-review",
    "title": "/literature-review",
    "description": "Systematic evidence review — search strategy design, screening, synthesis, and PRISMA.",
    "type": "dataverse",
    "category": "Claude Skills & Workflows",
    "url": "/dataverse.html#skill-lit-review",
    "tags": [
      "skill",
      "literature",
      "review"
    ]
  },
  {
    "id": "skill-stakeholder",
    "title": "/stakeholder-mapping",
    "description": "Map power dynamics, influence networks, interests, and engagement strategies.",
    "type": "dataverse",
    "category": "Claude Skills & Workflows",
    "url": "/dataverse.html#skill-stakeholder",
    "tags": [
      "skill",
      "stakeholder",
      "mapping"
    ]
  },
  {
    "id": "skill-gender",
    "title": "/gender-analysis",
    "description": "Apply gender analysis frameworks — Harvard, Moser, Social Relations, intersectional.",
    "type": "dataverse",
    "category": "Claude Skills & Workflows",
    "url": "/dataverse.html#skill-gender",
    "tags": [
      "skill",
      "gender",
      "analysis"
    ]
  },
  {
    "id": "skill-climate",
    "title": "/climate-screening",
    "description": "Screen projects for climate impacts, risks, adaptation needs, and mitigation opportunities.",
    "type": "dataverse",
    "category": "Claude Skills & Workflows",
    "url": "/dataverse.html#skill-climate",
    "tags": [
      "skill",
      "climate",
      "screening"
    ]
  },
  {
    "id": "skill-logframe",
    "title": "/write-logframe",
    "description": "Generate logical frameworks with SMART indicators, means of verification, and assumptions.",
    "type": "dataverse",
    "category": "Claude Skills & Workflows",
    "url": "/dataverse.html#skill-logframe",
    "tags": [
      "skill",
      "logframe",
      "indicators"
    ]
  },
  {
    "id": "skill-indicators",
    "title": "/indicator-bank",
    "description": "Search curated development indicators by sector, theme, SDG target, and data source.",
    "type": "dataverse",
    "category": "Claude Skills & Workflows",
    "url": "/dataverse.html#skill-indicators",
    "tags": [
      "skill",
      "indicators",
      "search"
    ]
  },
  {
    "id": "atlas-ti",
    "title": "ATLAS.ti",
    "description": "AI-powered qualitative data coding with GPT — auto-coding, code co-occurrence, analysis.",
    "type": "dataverse",
    "category": "AI Research Tools",
    "url": "/dataverse.html#atlas-ti",
    "tags": [
      "ai",
      "qualitative",
      "coding"
    ]
  },
  {
    "id": "nvivo",
    "title": "NVivo AI Assistant",
    "description": "Accelerate qualitative analysis — auto-coding, sentiment analysis, text mining.",
    "type": "dataverse",
    "category": "AI Research Tools",
    "url": "/dataverse.html#nvivo",
    "tags": [
      "ai",
      "qualitative",
      "analysis"
    ]
  },
  {
    "id": "coloop",
    "title": "CoLoop",
    "description": "AI-powered precision for interview analysis, survey coding, and qualitative research.",
    "type": "dataverse",
    "category": "AI Research Tools",
    "url": "/dataverse.html#coloop",
    "tags": [
      "ai",
      "qualitative",
      "interviews"
    ]
  },
  {
    "id": "maxqda",
    "title": "MAXQDA AI Assist",
    "description": "Automated coding with analytical control — transparent prompts, model choice.",
    "type": "dataverse",
    "category": "AI Research Tools",
    "url": "/dataverse.html#maxqda",
    "tags": [
      "ai",
      "qualitative",
      "coding"
    ]
  },
  {
    "id": "qualcoder",
    "title": "QualCoder",
    "description": "Open source AI qualitative analysis — transparent, choose your AI model.",
    "type": "dataverse",
    "category": "AI Research Tools",
    "url": "/dataverse.html#qualcoder",
    "tags": [
      "ai",
      "qualitative",
      "open-source"
    ]
  },
  {
    "id": "julius-ai",
    "title": "Julius AI",
    "description": "Python code generation for data analysis with transparent methodology.",
    "type": "dataverse",
    "category": "AI Research Tools",
    "url": "/dataverse.html#julius-ai",
    "tags": [
      "ai",
      "data-analysis",
      "python"
    ]
  },
  {
    "id": "investigate-ai",
    "title": "Investigate.ai",
    "description": "Data science tools built for journalists, researchers, and investigators.",
    "type": "dataverse",
    "category": "AI Research Tools",
    "url": "/dataverse.html#investigate-ai",
    "tags": [
      "ai",
      "data-journalism",
      "research"
    ]
  },
  {
    "id": "research-rabbit",
    "title": "Research Rabbit",
    "description": "AI-powered research paper discovery — build collections, find related work.",
    "type": "dataverse",
    "category": "AI Research Tools",
    "url": "/dataverse.html#research-rabbit",
    "tags": [
      "ai",
      "research",
      "discovery"
    ]
  },
  {
    "id": "litmaps",
    "title": "Litmaps",
    "description": "Citation-based literature mapping — discover papers through citation graphs.",
    "type": "dataverse",
    "category": "AI Research Tools",
    "url": "/dataverse.html#litmaps",
    "tags": [
      "ai",
      "literature",
      "citation-mapping"
    ]
  },
  {
    "id": "perplexity",
    "title": "Perplexity AI",
    "description": "AI-powered research answers with inline source citations and follow-ups.",
    "type": "dataverse",
    "category": "AI Research Tools",
    "url": "/dataverse.html#perplexity",
    "tags": [
      "ai",
      "research",
      "search"
    ]
  },
  {
    "id": "rose-ai",
    "title": "Rose.ai",
    "description": "Automated data cleaning, transformation, visualization, and dataset discovery.",
    "type": "dataverse",
    "category": "AI Research Tools",
    "url": "/dataverse.html#rose-ai",
    "tags": [
      "ai",
      "data-cleaning",
      "transformation"
    ]
  },
  {
    "id": "openai-research",
    "title": "OpenAI Deep Research",
    "description": "Autonomous multi-step research agent for comprehensive literature analysis.",
    "type": "dataverse",
    "category": "AI Research Tools",
    "url": "/dataverse.html#openai-research",
    "tags": [
      "ai",
      "research",
      "autonomous"
    ]
  },
  {
    "id": "claude-analysis",
    "title": "Claude for Analysis",
    "description": "Document analysis, research synthesis, data interpretation, and qualitative coding.",
    "type": "dataverse",
    "category": "AI Research Tools",
    "url": "/dataverse.html#claude-analysis",
    "tags": [
      "ai",
      "analysis",
      "research"
    ]
  },
  {
    "id": "firecrawl-mcp",
    "title": "Firecrawl MCP",
    "description": "Web scraping with JS rendering — scrape, crawl, map websites, extract structured data.",
    "type": "dataverse",
    "category": "Web & Communication",
    "url": "/dataverse.html#firecrawl-mcp",
    "tags": [
      "web",
      "scraping",
      "crawling"
    ]
  },
  {
    "id": "webfetch-mcp",
    "title": "Web Fetch MCP",
    "description": "Retrieve web content as HTML, Markdown, or AI-generated summaries.",
    "type": "dataverse",
    "category": "Web & Communication",
    "url": "/dataverse.html#webfetch-mcp",
    "tags": [
      "web",
      "fetch",
      "markdown"
    ]
  },
  {
    "id": "scrapling-mcp",
    "title": "Scrapling Fetch MCP",
    "description": "Access bot-protected websites with basic, stealth, and max-stealth modes.",
    "type": "dataverse",
    "category": "Web & Communication",
    "url": "/dataverse.html#scrapling-mcp",
    "tags": [
      "web",
      "scraping",
      "anti-bot"
    ]
  },
  {
    "id": "lara-translate-mcp",
    "title": "Lara Translate MCP",
    "description": "100+ language translation with smart tone customization and context.",
    "type": "dataverse",
    "category": "Web & Communication",
    "url": "/dataverse.html#lara-translate-mcp",
    "tags": [
      "translation",
      "multilingual"
    ]
  },
  {
    "id": "deepl-mcp",
    "title": "DeepL MCP Server",
    "description": "Professional-grade neural machine translation across 30+ language pairs.",
    "type": "dataverse",
    "category": "Web & Communication",
    "url": "/dataverse.html#deepl-mcp",
    "tags": [
      "translation",
      "professional"
    ]
  },
  {
    "id": "news-api-mcp",
    "title": "News API MCP",
    "description": "Global news aggregation — search current and historical articles with filtering.",
    "type": "dataverse",
    "category": "Web & Communication",
    "url": "/dataverse.html#news-api-mcp",
    "tags": [
      "news",
      "aggregation",
      "articles"
    ]
  },
  {
    "id": "slack-mcp",
    "title": "Slack MCP Server",
    "description": "Search messages, browse channels, read history, and create content in Slack.",
    "type": "dataverse",
    "category": "Web & Communication",
    "url": "/dataverse.html#slack-mcp",
    "tags": [
      "communication",
      "slack",
      "messaging"
    ]
  },
  {
    "id": "gmail-mcp",
    "title": "Gmail MCP Server",
    "description": "Email management — read, send, search, organize, and automate Gmail.",
    "type": "dataverse",
    "category": "Web & Communication",
    "url": "/dataverse.html#gmail-mcp",
    "tags": [
      "communication",
      "email",
      "gmail"
    ]
  },
  {
    "id": "github-mcp",
    "title": "GitHub MCP Server",
    "description": "Official GitHub integration — repositories, pull requests, issues, code search.",
    "type": "dataverse",
    "category": "Web & Communication",
    "url": "/dataverse.html#github-mcp",
    "tags": [
      "development",
      "github",
      "code"
    ]
  },
  {
    "id": "notion-mcp",
    "title": "Notion MCP",
    "description": "Workspace and knowledge base integration — pages, databases, search.",
    "type": "dataverse",
    "category": "Web & Communication",
    "url": "/dataverse.html#notion-mcp",
    "tags": [
      "productivity",
      "notion",
      "knowledge-base"
    ]
  },
  {
    "id": "airtable-mcp",
    "title": "Airtable MCP",
    "description": "Spreadsheet-database hybrid — project management, CRM, content tracking.",
    "type": "dataverse",
    "category": "Web & Communication",
    "url": "/dataverse.html#airtable-mcp",
    "tags": [
      "productivity",
      "airtable",
      "database"
    ]
  },
  {
    "id": "zapier-mcp",
    "title": "Zapier MCP",
    "description": "Workflow automation connecting 5,000+ apps — triggers, actions, multi-step workflows.",
    "type": "dataverse",
    "category": "Web & Communication",
    "url": "/dataverse.html#zapier-mcp",
    "tags": [
      "automation",
      "workflows",
      "integration"
    ]
  },
  {
    "id": "github-official-mcp",
    "title": "GitHub MCP (Official)",
    "description": "Full GitHub API — repos, PRs, issues, code search, actions, discussions.",
    "type": "dataverse",
    "category": "Developer Infrastructure",
    "url": "/dataverse.html#github-official-mcp",
    "tags": [
      "developer",
      "github",
      "api"
    ]
  },
  {
    "id": "gitmcp",
    "title": "GitMCP",
    "description": "Remote MCP server for any GitHub project — instant documentation access.",
    "type": "dataverse",
    "category": "Developer Infrastructure",
    "url": "/dataverse.html#gitmcp",
    "tags": [
      "developer",
      "github",
      "docs"
    ]
  },
  {
    "id": "git-operations-mcp",
    "title": "git-mcp-server",
    "description": "Full Git operations — clone, commit, branch, diff, merge, rebase, push.",
    "type": "dataverse",
    "category": "Developer Infrastructure",
    "url": "/dataverse.html#git-operations-mcp",
    "tags": [
      "developer",
      "git",
      "version-control"
    ]
  },
  {
    "id": "claude-agent-sdk",
    "title": "Claude Agent SDK",
    "description": "Build custom AI agents with tools, orchestration, memory, and human-in-the-loop.",
    "type": "dataverse",
    "category": "Developer Infrastructure",
    "url": "/dataverse.html#claude-agent-sdk",
    "tags": [
      "developer",
      "ai-agents",
      "sdk"
    ]
  },
  {
    "id": "fastmcp",
    "title": "FastMCP Framework",
    "description": "Build MCP servers in Python with minimal boilerplate — tools, resources, prompts.",
    "type": "dataverse",
    "category": "Developer Infrastructure",
    "url": "/dataverse.html#fastmcp",
    "tags": [
      "developer",
      "mcp",
      "python"
    ]
  },
  {
    "id": "mcp-ts-sdk",
    "title": "MCP TypeScript SDK",
    "description": "Official TypeScript SDK for building MCP servers and clients.",
    "type": "dataverse",
    "category": "Developer Infrastructure",
    "url": "/dataverse.html#mcp-ts-sdk",
    "tags": [
      "developer",
      "mcp",
      "typescript"
    ]
  },
  {
    "id": "docker-mcp",
    "title": "Docker MCP",
    "description": "Container management — build, run, inspect, manage images and containers.",
    "type": "dataverse",
    "category": "Developer Infrastructure",
    "url": "/dataverse.html#docker-mcp",
    "tags": [
      "developer",
      "docker",
      "containers"
    ]
  },
  {
    "id": "sentry-mcp",
    "title": "Sentry MCP",
    "description": "Error monitoring, performance tracking, and production debugging.",
    "type": "dataverse",
    "category": "Developer Infrastructure",
    "url": "/dataverse.html#sentry-mcp",
    "tags": [
      "developer",
      "monitoring",
      "errors"
    ]
  },
  {
    "id": "puppeteer-mcp",
    "title": "Puppeteer MCP",
    "description": "Browser automation — testing, screenshots, form filling, web scraping.",
    "type": "dataverse",
    "category": "Developer Infrastructure",
    "url": "/dataverse.html#puppeteer-mcp",
    "tags": [
      "developer",
      "browser",
      "automation"
    ]
  },
  {
    "id": "image-gen-mcp",
    "title": "Image-Gen MCP",
    "description": "Multi-provider image generation — DALL-E 3, Stability AI, Flux, Replicate.",
    "type": "dataverse",
    "category": "Developer Infrastructure",
    "url": "/dataverse.html#image-gen-mcp",
    "tags": [
      "developer",
      "images",
      "generation"
    ]
  },
  {
    "id": "pulsemcp-registry",
    "title": "PulseMCP Registry",
    "description": "Directory of 9,080+ MCP servers — daily updated, searchable, categorized.",
    "type": "dataverse",
    "category": "Developer Infrastructure",
    "url": "/dataverse.html#pulsemcp-registry",
    "tags": [
      "developer",
      "mcp",
      "registry"
    ]
  },
  {
    "id": "mcp-registry",
    "title": "Official MCP Registry",
    "description": "The MCP app store — discover, install, and manage MCP servers.",
    "type": "dataverse",
    "category": "Developer Infrastructure",
    "url": "/dataverse.html#mcp-registry",
    "tags": [
      "developer",
      "mcp",
      "registry"
    ]
  },
  {
    "id": "vercel-mcp",
    "title": "Vercel MCP",
    "description": "Deployment, hosting, and serverless function management for web apps.",
    "type": "dataverse",
    "category": "Developer Infrastructure",
    "url": "/dataverse.html#vercel-mcp",
    "tags": [
      "developer",
      "deployment",
      "hosting"
    ]
  },
  {
    "id": "gandhi",
    "title": "Gandhi's Political Thought: Philosophy for Praxis",
    "description": "Comprehensive exploration of Gandhian political philosophy covering Swaraj, Satyagraha, Trusteeship, Gram Swaraj, and contemporary applications.",
    "url": "/courses/gandhi/",
    "tags": [
      "philosophy",
      "politics",
      "gandhi",
      "swaraj"
    ],
    "type": "course",
    "category": "Flagship Courses"
  },
  {
    "id": "devecon",
    "title": "Understanding Development: An Economics Perspective",
    "description": "Master foundational theories and empirical approaches in development economics, from growth models and poverty measurement to institutional economics and behavioral insights.",
    "url": "/courses/devecon/",
    "tags": [
      "economics",
      "development",
      "growth",
      "poverty"
    ],
    "type": "course",
    "category": "Flagship Courses"
  },
  {
    "id": "mel",
    "title": "Monitoring, Evaluation & Learning for Development",
    "description": "Complete MEL framework covering theory of change, log frames, indicators, data collection, sampling, and evidence-based decision making for development programs.",
    "url": "/courses/mel/",
    "tags": [
      "monitoring",
      "evaluation",
      "MEL",
      "logframe",
      "indicators"
    ],
    "type": "course",
    "category": "Flagship Courses"
  },
  {
    "id": "dataviz",
    "title": "Seeing Data: Visualization for Impact",
    "description": "Learn data visualization principles and tools for communicating development impact. From charts and dashboards to storytelling with data.",
    "url": "/courses/dataviz/",
    "tags": [
      "data",
      "visualization",
      "charts",
      "dashboards"
    ],
    "type": "course",
    "category": "Flagship Courses"
  },
  {
    "id": "devai",
    "title": "AI for Impact: Data Monitoring & Evaluation in Development",
    "description": "Explore how AI and machine learning can enhance monitoring, evaluation, and data analysis in development programs.",
    "url": "/courses/devai/",
    "tags": [
      "AI",
      "machine learning",
      "data science",
      "technology"
    ],
    "type": "course",
    "category": "Flagship Courses"
  },
  {
    "id": "law",
    "title": "Constitution & Law for Development Practice",
    "description": "Understand the Indian constitutional framework, fundamental rights, directive principles, and legal tools relevant to development practitioners.",
    "url": "/courses/law/",
    "tags": [
      "law",
      "constitution",
      "rights",
      "governance"
    ],
    "type": "course",
    "category": "Flagship Courses"
  },
  {
    "id": "pubchoice",
    "title": "Public Choice: Decisions, Incentives & Institutions",
    "description": "Mechanics, incentives, and institutional design for collective action. Voting paradoxes, rent-seeking, bureaucratic capture, and federal bargaining, with South Asian cases throughout. 13 modules with 83-term interactive lexicon.",
    "url": "/courses/pubchoice/",
    "tags": [
      "public choice",
      "political economy",
      "policy",
      "institutions",
      "governance",
      "voting"
    ],
    "type": "course",
    "category": "Flagship Courses"
  },
  {
    "id": "media",
    "title": "Media for Development: Communicating Impact",
    "description": "Learn to use media effectively for development communication, advocacy, and social change campaigns.",
    "url": "/courses/media/",
    "tags": [
      "media",
      "communication",
      "advocacy",
      "journalism"
    ],
    "type": "course",
    "category": "Flagship Courses"
  },
  {
    "id": "sel",
    "title": "Social-Emotional Learning for Development Practice",
    "description": "Build core social-emotional competencies for effective development practice including empathy, self-awareness, and collaborative leadership.",
    "url": "/courses/sel/",
    "tags": [
      "SEL",
      "emotional intelligence",
      "leadership",
      "soft skills"
    ],
    "type": "course",
    "category": "Flagship Courses"
  },
  {
    "id": "nvc-rj",
    "title": "Nonviolence in Practice: Communication, Resistance & Repair",
    "description": "A flagship on three canonical traditions of applied nonviolence — Nonviolent Communication (Rosenberg), Non-Violent Resistance / New Authority (Omer), and Restorative Justice (Zehr) — with South Asian roots, critiques, and fieldcraft.",
    "url": "/courses/nvc-rj/",
    "tags": [
      "nonviolent communication",
      "NVC",
      "restorative justice",
      "non-violent resistance",
      "New Authority",
      "conflict transformation",
      "peacebuilding",
      "mediation"
    ],
    "type": "course",
    "category": "Flagship Courses"
  },
  {
    "id": "poa",
    "title": "Politics of Aspiration: Rights, Insurance & Social Mobility in South Asia",
    "description": "Examine how aspirations, social protection, and rights-based approaches shape development outcomes in South Asia.",
    "url": "/courses/poa/",
    "tags": [
      "politics",
      "social mobility",
      "rights",
      "insurance"
    ],
    "type": "course",
    "category": "Flagship Courses"
  },
  {
    "id": "advisory-board-pro",
    "title": "Advisory Board Pro",
    "description": "Pose a development-sector dilemma and a panel of AI advisors — economist, field practitioner, behavioural scientist, and critic — debate it from every angle, then synthesise. Steer the discussion and export the transcript. Professional tier.",
    "url": "/premium-tools/advisory-board-pro.html",
    "type": "tool",
    "category": "Premium Tools",
    "tags": [
      "premium",
      "ai",
      "discussion",
      "decision-making",
      "perspectives"
    ]
  },
  {
    "id": "risk-mitigation-lab",
    "title": "Risk and Mitigation Lab",
    "description": "Identify, assess, and develop mitigation strategies for risks across development projects through scenario planning and risk matrix tools.",
    "url": "/Labs/risk-mitigation-lab.html",
    "type": "lab",
    "category": "Interactive Labs",
    "tags": [
      "interactive",
      "practice",
      "tools"
    ]
  },
  {
    "id": "policy-advocacy-lab",
    "title": "Policy & Advocacy Lab",
    "description": "Practice building policy briefs, advocacy strategies, and stakeholder mapping for development policy influence.",
    "url": "/Labs/policy-advocacy-lab.html",
    "type": "lab",
    "category": "Interactive Labs",
    "tags": [
      "interactive",
      "practice",
      "tools"
    ]
  },
  {
    "id": "community-lab",
    "title": "Community Development Lab",
    "description": "Map stakeholders, analyze community dynamics, and design participatory development strategies.",
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    "type": "game",
    "category": "Economics",
    "url": "/Games/opportunity-cost-game.html",
    "tags": [
      "opportunity-cost",
      "trade-offs",
      "decision-making"
    ]
  },
  {
    "id": "GAME012",
    "title": "Prisoner's Dilemma",
    "description": "Classic game theory simulation exploring cooperation vs defection",
    "type": "game",
    "category": "Economics",
    "url": "/Games/prisoners-dilemma-game.html",
    "tags": [
      "game-theory",
      "cooperation",
      "prisoners-dilemma"
    ]
  },
  {
    "id": "GAME013",
    "title": "Public Good Game",
    "description": "Contribute to public goods and discover free-rider problems",
    "type": "game",
    "category": "Economics",
    "url": "/Games/public-good-game.html",
    "tags": [
      "public-goods",
      "free-rider",
      "cooperation"
    ]
  },
  {
    "id": "GAME014",
    "title": "Epidemic Response Challenge",
    "description": "Manage public health crises through resource allocation and policy",
    "type": "game",
    "category": "Health",
    "url": "/Games/public-health-game.html",
    "tags": [
      "public-health",
      "epidemic",
      "response",
      "policy"
    ]
  },
  {
    "id": "GAME015",
    "title": "The Real Middle India",
    "description": "Explore income inequality and the reality of middle-class India",
    "type": "game",
    "category": "Economics",
    "url": "/Games/real-middle-india.html",
    "tags": [
      "inequality",
      "income",
      "india",
      "middle-class"
    ]
  },
  {
    "id": "GAME016",
    "title": "Risk & Reward",
    "description": "Balance risk and reward in development programme investment decisions",
    "type": "game",
    "category": "Economics",
    "url": "/Games/risk-reward-game.html",
    "tags": [
      "risk",
      "reward",
      "investment",
      "decision-making"
    ]
  },
  {
    "id": "101-dev-economics",
    "title": "Development Economics 101",
    "description": "100-slide foundational deck covering poverty, growth, structural transformation, agriculture, human capital, credit markets, trade, RCTs, South Asia, and contemporary challenges. Development Know-How, free access.",
    "url": "/101-courses/dev-economics.html",
    "tags": [
      "development economics",
      "poverty",
      "inequality",
      "growth",
      "south asia",
      "101"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-mel-basics",
    "title": "Monitoring, Evaluation & Learning 101",
    "description": "100-slide foundational deck covering theory of change, indicators, data collection, evaluation methods, learning systems, MEL culture, and common failures. South Asia focused.",
    "url": "/101-courses/mel-basics.html",
    "tags": [
      "MEL",
      "monitoring",
      "evaluation",
      "learning",
      "theory of change",
      "101"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-climate-essentials",
    "title": "Climate Essentials 101",
    "description": "100-slide foundational deck covering climate science, impacts, adaptation, mitigation, policy, finance, climate justice, and South Asian vulnerability. Evidence-based, practitioner-focused.",
    "url": "/101-courses/climate-essentials.html",
    "tags": [
      "climate",
      "adaptation",
      "mitigation",
      "climate justice",
      "south asia",
      "101"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "BLOG029",
    "title": "What It Actually Takes to Make an Accessible Website",
    "description": "A real story of going from 393 WCAG violations to zero in one afternoon — the bugs, the lessons, and the gap between technical and real accessibility.",
    "type": "blog",
    "category": "Platform",
    "url": "/blog/making-accessible-websites.html",
    "tags": [
      "accessibility",
      "WCAG",
      "web development",
      "honest engineering",
      "CI"
    ]
  },
  {
    "id": "PAGE001",
    "title": "A Letter About Premium",
    "description": "A personal letter from the ImpactMojo team explaining Premium membership, professional tools, and why the free content stays free.",
    "type": "tool",
    "category": "Premium",
    "url": "/premium-letter.html",
    "tags": [
      "premium",
      "membership",
      "tools",
      "VaniScribe",
      "DevData"
    ]
  },
  {
    "id": "PAGE002",
    "title": "Practitioner Starter Kit",
    "description": "10 essential handouts for development practitioners: research design, M&E frameworks, data analysis, policy tracking, and more.",
    "type": "tool",
    "category": "Handouts",
    "url": "/starter-kit.html",
    "tags": [
      "handouts",
      "starter kit",
      "research design",
      "econometrics",
      "M&E",
      "templates"
    ]
  },
  {
    "id": "DV001",
    "title": "The states that spend most on welfare have the least to show for it",
    "description": "An independent data investigation: India's biggest social-sector spenders record its worst welfare outcomes, while low-spending Kerala and Tamil Nadu lead. Built from the RBI State Finances 2025-26 data, with original charts and an honest account of what the numbers can't show.",
    "type": "data-dive",
    "category": "Data Dives",
    "url": "/DataDives/state-welfare-budgets.html",
    "tags": [
      "public finance",
      "welfare",
      "state budgets",
      "india",
      "health",
      "gender budgeting",
      "social policy",
      "data investigation",
      "rbi"
    ]
  },
  {
    "id": "DV002",
    "title": "The women dropping off the voter list",
    "description": "An independent data investigation: women were deleted from India's electoral rolls in far greater numbers than men during the Special Intensive Revision, and the documents demanded fall hardest on women. Built from ECI, The Hindu, and NFHS-5 data.",
    "type": "data-dive",
    "category": "Data Dives",
    "url": "/DataDives/women-and-the-sir.html",
    "tags": [
      "gender",
      "elections",
      "electoral rolls",
      "sir",
      "india",
      "women",
      "data justice",
      "voter list"
    ]
  },
  {
    "id": "DV003",
    "title": "Whose name is on the house?",
    "description": "An independent data investigation into the gap between the PMAY women-ownership mandate — up to 97% of homes in women's names — and the reality that only 42% of Indian women own a house at all, and 13% in their sole name. Built from PMAY and NFHS-5 data.",
    "type": "data-dive",
    "category": "Data Dives",
    "url": "/DataDives/whose-name-on-the-house.html",
    "tags": [
      "gender",
      "property",
      "housing",
      "pmay",
      "land ownership",
      "india",
      "women"
    ]
  },
  {
    "id": "DV004",
    "title": "Paid an honorarium, not a wage",
    "description": "An independent data investigation into the pay of India's ~34 lakh Anganwadi and ASHA workers — almost all women — paid a central honorarium of ₹4,500 a month or less, below the minimum wage, frozen since 2018. Built from MWCD, NHM, and Supreme Court sources.",
    "type": "data-dive",
    "category": "Data Dives",
    "url": "/DataDives/honorarium-not-a-wage.html",
    "tags": [
      "care economy",
      "labour",
      "anganwadi",
      "asha",
      "wages",
      "women",
      "minimum wage",
      "india"
    ]
  },
  {
    "id": "DV005",
    "title": "The safety fund nobody spends",
    "description": "An independent data investigation into India's Nirbhaya Fund for women's safety — 76% spent or a fifth spent depending on the denominator, with specific safety schemes entirely unused. Built from MWCD, parliamentary, and CAG data.",
    "type": "data-dive",
    "category": "Data Dives",
    "url": "/DataDives/the-safety-fund-nobody-spends.html",
    "tags": [
      "public finance",
      "women",
      "safety",
      "nirbhaya fund",
      "utilisation",
      "accountability",
      "india"
    ]
  },
  {
    "id": "DV006",
    "title": "The pension that never got a raise",
    "description": "An independent data investigation into India's central old-age pension — ₹200 a month since 2006, its real value cut by two-thirds by inflation, with what an elderly person receives set mostly by their state. Built from NSAP and Labour Bureau CPI data.",
    "type": "data-dive",
    "category": "Data Dives",
    "url": "/DataDives/the-pension-that-never-got-a-raise.html",
    "tags": [
      "social security",
      "pensions",
      "elderly",
      "inflation",
      "nsap",
      "welfare",
      "india"
    ]
  },
  {
    "id": "DD001",
    "title": "Reading Indian Political Economy",
    "description": "From colonial legacies to coalition capitalism — a curated reading list on how power, markets, and the state co-evolve in India. Curated by Sukhmeet Bedi.",
    "type": "deep-dive",
    "category": "Deep Dives",
    "url": "/DeepDives/indian-political-economy.html",
    "tags": [
      "india",
      "political economy",
      "development",
      "state",
      "markets",
      "reading list"
    ]
  },
  {
    "id": "DD002",
    "title": "Impact Measurement: Foundations and Frontiers",
    "description": "What we measure, why it matters, and where the field is heading — a working syllabus for evaluators. Curated by the ImpactMojo Editorial team.",
    "type": "deep-dive",
    "category": "Deep Dives",
    "url": "/DeepDives/impact-measurement-foundations.html",
    "tags": [
      "MEL",
      "evaluation",
      "RCT",
      "impact",
      "measurement",
      "reading list"
    ]
  },
  {
    "id": "DD003",
    "title": "Climate and Just Transitions in South Asia",
    "description": "Reading climate change as a development question — equity, energy, and the politics of transition. Curated by Sukhmeet Bedi.",
    "type": "deep-dive",
    "category": "Deep Dives",
    "url": "/DeepDives/climate-just-transitions-south-asia.html",
    "tags": [
      "climate",
      "energy",
      "south asia",
      "just transition",
      "policy",
      "reading list"
    ]
  },
  {
    "id": "DD004",
    "title": "Caste, Identity, and Development",
    "description": "Why development outcomes track social hierarchy — and what it would take to design programs that don't. Curated by the ImpactMojo Editorial team.",
    "type": "deep-dive",
    "category": "Deep Dives",
    "url": "/DeepDives/caste-identity-development.html",
    "tags": [
      "caste",
      "identity",
      "inequality",
      "india",
      "social policy",
      "reading list"
    ]
  },
  {
    "id": "DD005",
    "title": "Data, Power, and the Global South",
    "description": "Who counts, who is counted, and who decides — a critical syllabus on data politics in the developing world. Curated by the ImpactMojo Editorial team.",
    "type": "deep-dive",
    "category": "Deep Dives",
    "url": "/DeepDives/data-power-global-south.html",
    "tags": [
      "data",
      "AI",
      "global south",
      "data justice",
      "critical data studies",
      "reading list"
    ]
  },
  {
    "id": "BS1",
    "title": "The 21 Irrefutable Laws of Leadership",
    "description": "Maxwell on the practice of leadership — 21 laws applied to influence, vision, sacrifice, and team-building.",
    "url": "/BookSummaries/21-laws-leadership-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "policy",
      "governance",
      "development",
      "irrefutable",
      "laws",
      "leadership"
    ]
  },
  {
    "id": "BS2",
    "title": "The 22 Immutable Laws of Marketing",
    "description": "Ries and Trout on positioning, category creation, and the rules brands break at their peril.",
    "url": "/BookSummaries/22-laws-marketing-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "behavior",
      "practice",
      "wellbeing",
      "immutable",
      "laws",
      "marketing"
    ]
  },
  {
    "id": "BS3",
    "title": "Atomic Habits",
    "description": "Clear on cue-craving-response-reward and the mechanics of habit change for individuals and organisations.",
    "url": "/BookSummaries/atomic-habits-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "behavior",
      "practice",
      "wellbeing",
      "atomic",
      "habits"
    ]
  },
  {
    "id": "BS7",
    "title": "Damned Lies and Statistics",
    "description": "Best on how statistics are produced, distorted, and weaponised — and how to read them as a citizen.",
    "url": "/BookSummaries/damned-lies-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "mel",
      "evaluation",
      "measurement",
      "damned",
      "lies",
      "statistics"
    ]
  },
  {
    "id": "BS9",
    "title": "Deep Work",
    "description": "Newport on attention, focused effort, and producing valuable work in an age of distraction.",
    "url": "/BookSummaries/deep-work-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "behavior",
      "practice",
      "wellbeing",
      "deep",
      "work"
    ]
  },
  {
    "id": "BS11",
    "title": "Eat That Frog!",
    "description": "Tracy on prioritisation, procrastination, and tackling the most important task first each day.",
    "url": "/BookSummaries/eat-frog-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "behavior",
      "practice",
      "wellbeing",
      "frog!"
    ]
  },
  {
    "id": "BS13",
    "title": "The 4-Hour Workweek",
    "description": "Ferriss on lifestyle design, automation, and the DEAL framework — adapted for practitioner context.",
    "url": "/BookSummaries/four-hour-workweek-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "behavior",
      "practice",
      "wellbeing",
      "4-hour",
      "workweek"
    ]
  },
  {
    "id": "BS14",
    "title": "The Great Greenwashing",
    "description": "Pinto on how corporate sustainability claims hide ongoing harm — what greenwashing looks like in practice and how to read past it.",
    "url": "/BookSummaries/gog-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "policy",
      "governance",
      "development",
      "great",
      "greenwashing"
    ]
  },
  {
    "id": "BS15",
    "title": "Grit",
    "description": "Duckworth on passion, perseverance, and the long-arc development of skill and impact.",
    "url": "/BookSummaries/grit-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "behavior",
      "practice",
      "wellbeing",
      "grit"
    ]
  },
  {
    "id": "BS17",
    "title": "Influence",
    "description": "Cialdini on the six principles of persuasion — reciprocity, scarcity, authority, consistency, liking, social proof.",
    "url": "/BookSummaries/influence-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "behavior",
      "practice",
      "wellbeing",
      "influence"
    ]
  },
  {
    "id": "BS18",
    "title": "Info We Trust",
    "description": "RJ Andrews on visual storytelling with data — narrative structure, design principles, and turning numbers into meaning.",
    "url": "/BookSummaries/info-we-trust-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "data",
      "technology",
      "visualisation",
      "info",
      "trust"
    ]
  },
  {
    "id": "BS19",
    "title": "Handbook for IPCC Authors on Climate Communications",
    "description": "IPCC handbook — six evidence-based principles for communicating climate science to non-specialist audiences.",
    "url": "/BookSummaries/ipcc-climate-communication-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "behavior",
      "practice",
      "wellbeing",
      "handbook",
      "ipcc",
      "authors",
      "climate",
      "communications"
    ]
  },
  {
    "id": "BS20",
    "title": "Naked Statistics",
    "description": "Wheelan on the statistics every citizen and practitioner should understand — sampling, regression, causation.",
    "url": "/BookSummaries/naked-stats-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "mel",
      "evaluation",
      "measurement",
      "naked",
      "statistics"
    ]
  },
  {
    "id": "BS21",
    "title": "Pre-Suasion",
    "description": "Cialdini on the moments before persuasion — framing, attention, and how to set the stage for change.",
    "url": "/BookSummaries/presuasion-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "behavior",
      "practice",
      "wellbeing",
      "pre-suasion"
    ]
  },
  {
    "id": "BS22",
    "title": "Radical Candor",
    "description": "Scott on caring personally and challenging directly — the management practice of giving useful feedback.",
    "url": "/BookSummaries/radical-candor-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "behavior",
      "practice",
      "wellbeing",
      "radical",
      "candor"
    ]
  },
  {
    "id": "BS23",
    "title": "Revised Structures of Effective Aid",
    "description": "Resilience, Sustainability, and Outcomes Engineering — a practitioner framework for adaptive programme design.",
    "url": "/BookSummaries/rsoe-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "policy",
      "governance",
      "development",
      "revised",
      "structures",
      "effective"
    ]
  },
  {
    "id": "BS25",
    "title": "Storytelling with Data",
    "description": "Knaflic on storytelling with data — the discipline of choosing chart, message, and emphasis for audience.",
    "url": "/BookSummaries/swd-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "data",
      "technology",
      "visualisation",
      "storytelling"
    ]
  },
  {
    "id": "BS26",
    "title": "TED Talks: The Official Guide to Public Speaking",
    "description": "Anderson on the architecture of a TED talk — connection, narrative, idea-density, and the discipline of editing.",
    "url": "/BookSummaries/ted-talks-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "behavior",
      "practice",
      "wellbeing",
      "talks",
      "official",
      "public",
      "speaking"
    ]
  },
  {
    "id": "BS27",
    "title": "Thinking in Systems",
    "description": "Meadows on stocks, flows, feedback loops, and seeing the structures behind events.",
    "url": "/BookSummaries/thinking-in-systems-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "policy",
      "governance",
      "development",
      "thinking",
      "systems"
    ]
  },
  {
    "id": "BS28",
    "title": "To Sell Is Human",
    "description": "Pink on the new ABCs of selling — attunement, buoyancy, and clarity for non-sales professionals.",
    "url": "/BookSummaries/to-sell-is-human-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "behavior",
      "practice",
      "wellbeing",
      "sell",
      "human"
    ]
  },
  {
    "id": "BS29",
    "title": "The Truthful Art",
    "description": "Cairo on the ethics and craft of data visualisation — accuracy, functionality, and aesthetics.",
    "url": "/BookSummaries/truthful-art-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "data",
      "technology",
      "visualisation",
      "truthful"
    ]
  },
  {
    "id": "BS30",
    "title": "The Visual Display of Quantitative Information",
    "description": "Tufte's canon on the visual display of quantitative information — small multiples, data-ink ratio, sparklines.",
    "url": "/BookSummaries/tufte-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "data",
      "technology",
      "visualisation",
      "visual",
      "display",
      "quantitative",
      "information"
    ]
  },
  {
    "id": "BS31",
    "title": "Ultralearning",
    "description": "Young on aggressive self-directed skill acquisition — directness, drilling, retention, and feedback loops.",
    "url": "/BookSummaries/ultralearning-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "behavior",
      "practice",
      "wellbeing",
      "ultralearning"
    ]
  },
  {
    "id": "RL2",
    "title": "DevDiscourses",
    "description": "500+ open-access research papers, books, and grey literature on development and public policy. Read, cite, and share freely.",
    "url": "/devdiscourses",
    "type": "reference",
    "category": "Reference Libraries",
    "tags": [
      "mel",
      "evaluation",
      "measurement",
      "devdiscourses"
    ]
  },
  {
    "id": "RL3",
    "title": "FieldCases",
    "description": "200 cited development case studies from 117 countries — financial inclusion, health, education, governance, livelihoods.",
    "url": "https://varnasr.github.io/dev-case-studies/",
    "type": "reference",
    "category": "Reference Libraries",
    "tags": [
      "policy",
      "governance",
      "development",
      "fieldcases"
    ]
  },
  {
    "id": "RL4",
    "title": "PolicyDhara",
    "description": "Curated Indian public policy documents, government schemes, and legislative frameworks for practitioners and researchers.",
    "url": "/policydhara",
    "type": "reference",
    "category": "Reference Libraries",
    "tags": [
      "policy",
      "governance",
      "development",
      "policydhara"
    ]
  },
  {
    "id": "RL6",
    "title": "NudgeKit",
    "description": "Searchable catalog of 203 behaviour change techniques from BCT Taxonomy v1 — definitions, examples, evidence ratings.",
    "url": "/bct-repository",
    "type": "reference",
    "category": "Reference Libraries",
    "tags": [
      "behavior",
      "practice",
      "wellbeing",
      "nudgekit"
    ]
  },
  {
    "id": "TOOL-CODE-CONVERTER",
    "title": "Statistical Code Converter Pro",
    "description": "Translate code between R, Stata, SPSS, and Python with regression diagnostics, effect-size calculators, and power analysis.",
    "url": "/premium-tools/code-converter-pro.html",
    "type": "tool",
    "category": "Premium",
    "tags": [
      "premium",
      "stats",
      "R",
      "Stata",
      "SPSS",
      "Python",
      "code conversion"
    ]
  },
  {
    "id": "TOOL-QUAL-INSIGHTS",
    "title": "Qualitative Insights Lab Pro",
    "description": "AI-assisted thematic coding, memo generation, and pattern identification for interview and FGD transcripts.",
    "url": "/premium-tools/qual-insights-lab.html",
    "type": "tool",
    "category": "Premium",
    "tags": [
      "premium",
      "qualitative",
      "thematic coding",
      "FGD",
      "interviews",
      "AI"
    ]
  },
  {
    "id": "COURSE-WORK-LABOUR-LIVELIHOODS",
    "title": "Work, Labour & Livelihoods 101",
    "description": "Comprehensive course on the SNA boundary, care economy, sustainable-livelihoods framework, the agrarian question, migration, and the non-farm economy. Replaces the previous Decent Work and Livelihoods 101 courses.",
    "url": "/101-courses/work-labour-livelihoods.html",
    "type": "course",
    "category": "Foundational",
    "tags": [
      "livelihoods",
      "labour",
      "decent work",
      "care economy",
      "agrarian",
      "migration",
      "informal economy",
      "SNA"
    ]
  },
  {
    "id": "COURSE-SOCIAL-MARGINS",
    "title": "Social Margins 101",
    "description": "A grounded introduction to identity, inequality and justice in South Asia — caste, tribe, religion, gender, sexuality, disability, region and language. Constitutional, sociological, and empirical tools for practitioners. 100-slide native HTML deck with intersectional analysis throughout.",
    "url": "/101-courses/social-margins.html",
    "type": "course",
    "category": "Foundational",
    "tags": [
      "identity",
      "caste",
      "tribe",
      "adivasi",
      "religion",
      "gender",
      "sexuality",
      "queer",
      "trans",
      "disability",
      "region",
      "language",
      "intersectionality",
      "Ambedkar",
      "NALSA",
      "anti-discrimination",
      "social hierarchy"
    ]
  },
  {
    "id": "COURSE-PUBLIC-FINANCE-BUDGETING",
    "title": "Public Finance & Budgeting 101",
    "description": "How governments raise revenue, allocate spending, and account to citizens — fiscal architecture, the Union and state budgets, finance commissions, and budget transparency in India.",
    "url": "/101-courses/public-finance-budgeting.html",
    "type": "course",
    "category": "Foundational",
    "tags": [
      "public finance",
      "budgeting",
      "fiscal policy",
      "Union budget",
      "state budgets",
      "PFM",
      "finance commission",
      "tax",
      "expenditure"
    ]
  },
  {
    "id": "PAGE-101-LANDING",
    "title": "ImpactMojo 101 Series — 45 Free Foundational Courses",
    "description": "Landing page for the ImpactMojo 101 Series. 40 free, open-access, CC BY-NC-ND foundational courses on development methods, theory, and practice for South Asian practitioners.",
    "type": "page",
    "category": "101 Series",
    "url": "/101-courses/",
    "tags": [
      "101",
      "courses",
      "foundational",
      "free",
      "open access",
      "south asia",
      "development education"
    ]
  },
  {
    "id": "TIMELINE001",
    "title": "ImpactMojo Timelines — Visual Histories",
    "description": "Curated, citation-backed visual timelines tracing the evolution of development theory, Indian policy, research methods, climate, and social margins. Each node links to deeper ImpactMojo content.",
    "type": "timeline",
    "category": "Reference",
    "url": "/timelines/",
    "tags": [
      "timeline",
      "visual history",
      "development theory",
      "reference"
    ]
  },
  {
    "id": "TIMELINE002",
    "title": "Development Thinking, 1776–Today — A Timeline",
    "description": "A 25-node, citation-backed timeline of development thinking across 7 eras: classical foundations (Smith, Marx, Keynes), modernisation (Truman, Lewis, Bandung, Rostow), dependency (Prebisch, Cardoso, Wallerstein), human development (Sen, HDI), Washington Consensus, the empirical/RCT turn, and the polycrisis/decolonial present.",
    "type": "timeline",
    "category": "Development Theory",
    "url": "/timelines/development-thinking.html",
    "tags": [
      "timeline",
      "development economics",
      "Sen",
      "modernisation",
      "dependency theory",
      "Washington Consensus",
      "SDGs",
      "degrowth",
      "polycrisis"
    ]
  },
  {
    "id": "TIMELINE003",
    "title": "Indian Policy & Welfare State, 1947–Today",
    "description": "15-node timeline of Indian policy and welfare state evolution — Constitution, Mahalanobis, bank nationalisation, Mandal, 1991 reforms, MGNREGS, FRA, RTI, RTE, NFSA, JAM stack, GST, NEP, caste census.",
    "type": "timeline",
    "category": "Indian Policy",
    "url": "/timelines/indian-policy.html",
    "tags": [
      "timeline",
      "Indian policy",
      "Constitution",
      "welfare state",
      "Mandal",
      "1991 reforms",
      "MGNREGS",
      "FRA",
      "RTI",
      "NEP",
      "caste census"
    ]
  },
  {
    "id": "TIMELINE004",
    "title": "MEL & Research Methods, 1969–Today",
    "description": "18-node timeline of evaluation methods — USAID logframe, OECD-DAC criteria, Theory of Change, Paris Declaration, J-PAL/RCTs, 3ie, PDIA, MSC, Outcome Harvesting, COVID remote MEL, Generative AI, decolonial evaluation.",
    "type": "timeline",
    "category": "MEL",
    "url": "/timelines/mel-methods.html",
    "tags": [
      "timeline",
      "MEL",
      "monitoring evaluation learning",
      "logframe",
      "DAC criteria",
      "theory of change",
      "RCT",
      "J-PAL",
      "outcome harvesting",
      "decolonial evaluation"
    ]
  },
  {
    "id": "TIMELINE005",
    "title": "Climate Policy & Justice, 1972–Today",
    "description": "17-node timeline of international climate policy — Stockholm 1972, Limits to Growth, Brundtland, IPCC, Rio, Kyoto, USA withdraws, Copenhagen, Paris Agreement, IPCC 1.5°C report, Greta, AR6, COP27 Loss & Damage, COP28 Dubai.",
    "type": "timeline",
    "category": "Climate",
    "url": "/timelines/climate-policy.html",
    "tags": [
      "timeline",
      "climate policy",
      "Stockholm",
      "UNFCCC",
      "Kyoto",
      "Paris Agreement",
      "IPCC",
      "Loss and Damage",
      "climate justice",
      "COP"
    ]
  },
  {
    "id": "TIMELINE006",
    "title": "Indian Rights & Social Margins, 1950–Today",
    "description": "18-node timeline of Indian rights jurisprudence — Constitution Articles 14/15/16/17, Untouchability Act, Mandal Commission, SC/ST PoA Act, 73rd/74th amendments, PESA, RTI/MGNREGS/FRA/NFSA, NALSA third gender, RPWD Act, Section 377 read-down, Trans Persons Act, CAA, Janhit Abhiyan EWS, Supriyo marriage equality, Davinder Singh sub-categorisation.",
    "type": "timeline",
    "category": "Rights & Social Margins",
    "url": "/timelines/indian-rights.html",
    "tags": [
      "timeline",
      "Indian rights",
      "Constitution",
      "Mandal",
      "SC/ST PoA",
      "NALSA",
      "Section 377",
      "RPWD",
      "Triple Talaq",
      "CAA",
      "marriage equality",
      "caste census",
      "sub-categorisation"
    ]
  },
  {
    "id": "GAME017",
    "title": "SEL Simulation: Five Lenses",
    "description": "A five-mode simulation game on Social-Emotional Learning in Indian schools — play as teacher, program designer, evaluator, student, or parent. 30 evidence-grounded scenarios drawn from CASEL, SEE Learning, WHO Life Skills, Delhi Happiness Curriculum and EMC, Indian indigenous traditions (Tagore, Krishnamurti, Nai Talim), and NEP 2020 (including its teacher-side provisions: NPST, 50-hr CPD, 4-yr B.Ed.).",
    "type": "game",
    "category": "Education",
    "url": "/Games/sel-simulation-game.html",
    "tags": [
      "SEL",
      "social emotional learning",
      "India",
      "education",
      "CASEL",
      "SEE Learning",
      "WHO Life Skills",
      "Happiness Curriculum",
      "EMC",
      "NEP 2020",
      "NPST",
      "CPD",
      "parent role",
      "simulation"
    ]
  },
  {
    "id": "LAB-TE",
    "title": "Teacher Evidence Explorer",
    "description": "Interactive Teacher Evidence Lab — filter 30+ teacher-effectiveness interventions by evidence quality, cost, India relevance, and outcome type. Built from rigorous evaluations 2000–2024.",
    "type": "lab",
    "category": "Interactive Labs",
    "url": "/Labs/teacher-evidence-lab.html",
    "tags": [
      "teacher effectiveness",
      "evidence",
      "education",
      "India",
      "TaRL",
      "RCT",
      "research"
    ]
  },
  {
    "id": "DD006",
    "title": "SEL Evaluation in India: What Works, What Doesn't, and How",
    "description": "A working syllabus on Social-Emotional Learning evaluation in Indian school contexts — methods that work, methods that don't, measurement challenges, and the critical scholarship on both.",
    "type": "deep-dive",
    "category": "Deep Dives",
    "url": "/DeepDives/sel-evaluation-india.html",
    "tags": [
      "SEL",
      "evaluation",
      "India",
      "education",
      "methods",
      "measurement",
      "reading list"
    ]
  },
  {
    "id": "BLOG030",
    "title": "Knowing What You Want",
    "description": "A reflection on the quiet, hardest, most-skipped step in development work — actually knowing what you want, before you build the theory of change for it.",
    "type": "blog",
    "category": "Methods",
    "url": "/blog/knowing-what-you-want.html",
    "tags": [
      "reflection",
      "career",
      "self-awareness",
      "SEL",
      "practice",
      "methods"
    ]
  },
  {
    "id": "COURSE-LIVELIHOODS",
    "title": "Livelihoods in India: Rural, Urban, and Skills",
    "description": "Comprehensive flagship course on Indian livelihoods — rural (NRLM, SHGs, agriculture), urban (informal work, gig economy, vendors), and skills (Skill India, employment, women's labour). Evidence-driven, practitioner-oriented.",
    "type": "course",
    "category": "Flagship",
    "url": "/courses/livelihoods/",
    "tags": [
      "livelihoods",
      "rural",
      "urban",
      "informal sector",
      "skills",
      "NRLM",
      "SHG",
      "gig economy",
      "Skill India",
      "FLFPR",
      "MGNREGA"
    ]
  },
  {
    "id": "COURSE-POWERBI",
    "title": "Power BI for Practitioners",
    "description": "Free hands-on Power BI flagship for development practitioners — build honest dashboards from real survey data across eight lab-driven modules: Power Query, star schemas, DAX, and visualisation ethics, with free-tier and privacy realities made plain.",
    "type": "course",
    "category": "Flagship",
    "url": "/courses/powerBI/powerbi.html",
    "tags": [
      "power bi",
      "dashboards",
      "data visualization",
      "DAX",
      "power query",
      "star schema",
      "M&E",
      "survey data",
      "business intelligence",
      "data modelling"
    ]
  },
  {
    "id": "BLOG031",
    "title": "How to Write a ToR That Gets You Useful Research",
    "description": "Practical, opinionated guide for development sector clients on writing ToRs/SoWs/RFPs that get them useful research — including the three dimensions of research-type choice (outcome vs process tracing, quant vs qual vs mixed, longitudinal vs cross-sectional) and honest India 2026 budget benchmarks for what ₹2L, ₹10L, and ₹40L actually buy.",
    "type": "blog",
    "category": "Methods",
    "url": "/blog/writing-a-tor-for-research.html",
    "tags": [
      "research",
      "ToR",
      "SoW",
      "RFP",
      "commissioning",
      "budgeting",
      "India",
      "methods",
      "outcome evaluation",
      "process tracing",
      "mixed methods"
    ]
  },
  {
    "id": "PP-LANDING",
    "title": "Practice Packs — Job-to-be-Done Sprints",
    "description": "ImpactMojo Practice Packs — short, focused 3-hour sprints that take you from a job-to-be-done to a finished artefact. 4 modules + a take-home pack. First 2 modules free; full pack with Premium (₹399/mo) or ₹299 per pack.",
    "type": "landing-page",
    "category": "Practice Packs",
    "url": "/practice-packs/",
    "tags": [
      "practice packs",
      "sprints",
      "mini courses",
      "templates",
      "ImpactMojo"
    ]
  },
  {
    "id": "PP01",
    "title": "SEL Evaluation: Design & Instruments — Practice Pack (Interactive)",
    "description": "An interactive 3-hour Practice Pack with lab-features: in-browser template editor, localStorage auto-save, live capstone builder, MCQ self-checks, markdown/PDF export. 4 modules + capstone produce a drafted SEL evaluation design (CASEL/SEE Learning/NCERT AEP/ACER India). India-context, 2026 budget defaults.",
    "type": "practice-pack",
    "category": "SEL · Evaluation",
    "url": "/practice-packs/sel-evaluation/",
    "tags": [
      "practice pack",
      "interactive",
      "SEL",
      "evaluation",
      "design",
      "instruments",
      "CASEL",
      "SEE Learning",
      "NCERT AEP",
      "ACER India",
      "India",
      "localStorage"
    ]
  },
  {
    "id": "PP02",
    "title": "Livelihoods Evaluation: Design & Instruments — Practice Pack (Interactive)",
    "description": "An interactive 3-hour Practice Pack on Indian livelihoods evaluation design — Sustainable Livelihoods Framework, PLFS/NRLM/SECC-aligned instruments, household sampling with seasonal calendar, migration coding, multi-dimensional outcome framing. In-browser forms auto-save; capstone builds itself.",
    "type": "practice-pack",
    "category": "Livelihoods · Evaluation",
    "url": "/practice-packs/livelihoods-evaluation/",
    "tags": [
      "practice pack",
      "interactive",
      "livelihoods",
      "evaluation",
      "SLF",
      "Sustainable Livelihoods Framework",
      "PLFS",
      "NRLM",
      "SECC",
      "SHG",
      "India",
      "seasonal calendar",
      "migration"
    ]
  },
  {
    "id": "PP-M1",
    "title": "Writing a ToR That Gets You Useful Research",
    "description": "Interactive Practice Pack: 9-ingredient ToR checklist, research-type choice, honest India 2026 costing, pre-send checklist. 4 modules + live capstone.",
    "type": "practice-pack",
    "category": "ToR · Commissioning",
    "url": "/practice-packs/tor-writing/",
    "tags": [
      "ToR",
      "SoW",
      "RFP",
      "commissioning",
      "budgeting",
      "India"
    ]
  },
  {
    "id": "PP-M2",
    "title": "Designing a Survey Instrument",
    "description": "Interactive Practice Pack: construct map, item writing, cognitive pretesting, pilot protocol. 4 modules + live capstone.",
    "type": "practice-pack",
    "category": "Survey · Methods",
    "url": "/practice-packs/survey-instrument/",
    "tags": [
      "survey",
      "instrument",
      "questionnaire",
      "piloting",
      "India"
    ]
  },
  {
    "id": "PP-M3",
    "title": "Building a Logframe That Actually Tracks",
    "description": "Interactive Practice Pack: goal-purpose-output-activity chain, testable indicators, assumption column, DAC alignment. 4 modules + live capstone.",
    "type": "practice-pack",
    "category": "Logframe · MEL",
    "url": "/practice-packs/logframe-building/",
    "tags": [
      "logframe",
      "indicators",
      "DAC",
      "results framework"
    ]
  },
  {
    "id": "PP-M4",
    "title": "Costing a Programme from Activities Up",
    "description": "Interactive Practice Pack: activity-based budget, India 2026 salary tables, overhead + contingency, budget narrative. 4 modules + live capstone.",
    "type": "practice-pack",
    "category": "Budgeting · Costing",
    "url": "/practice-packs/programme-costing/",
    "tags": [
      "budget",
      "costing",
      "activities",
      "overhead",
      "India"
    ]
  },
  {
    "id": "PP-M5",
    "title": "Running a Real Focus Group Discussion",
    "description": "Interactive Practice Pack: recruitment, facilitator guide, recording + consent, rapid thematic analysis. 4 modules + live capstone.",
    "type": "practice-pack",
    "category": "FGD · Qualitative",
    "url": "/practice-packs/focus-group-discussion/",
    "tags": [
      "FGD",
      "focus group",
      "qualitative",
      "facilitation"
    ]
  },
  {
    "id": "PP-M6",
    "title": "Reading & Critiquing an Evidence Paper",
    "description": "Interactive Practice Pack: reading for design, internal + external validity, effect sizes, writing a 1-page critique. 4 modules + live capstone.",
    "type": "practice-pack",
    "category": "Evidence · Methods",
    "url": "/practice-packs/critiquing-evidence/",
    "tags": [
      "evidence",
      "critique",
      "RCT",
      "validity",
      "effect size"
    ]
  },
  {
    "id": "PP-M7",
    "title": "Stakeholder Mapping for Influence",
    "description": "Interactive Practice Pack: systematic identification, power-interest-alignment analysis, engagement strategy, monitoring dynamics. 4 modules + live capstone.",
    "type": "practice-pack",
    "category": "Stakeholder · Strategy",
    "url": "/practice-packs/stakeholder-mapping/",
    "tags": [
      "stakeholder",
      "mapping",
      "power",
      "influence",
      "engagement"
    ]
  },
  {
    "id": "PP-M8",
    "title": "Donor Reporting That Funders Read",
    "description": "Interactive Practice Pack: executive summary, numbers + narrative, honest framing of mixed findings, visual presentation. 4 modules + live capstone.",
    "type": "practice-pack",
    "category": "Reporting · Communication",
    "url": "/practice-packs/donor-reporting/",
    "tags": [
      "donor",
      "reporting",
      "funder",
      "executive summary"
    ]
  },
  {
    "id": "PP-M9",
    "title": "Building an MEL System from Scratch",
    "description": "Interactive Practice Pack: month-1 audit, ToC + indicators, data systems, learning loops + adaptive management. 4 modules + live capstone.",
    "type": "practice-pack",
    "category": "MEL · Systems",
    "url": "/practice-packs/mel-from-scratch/",
    "tags": [
      "MEL",
      "monitoring",
      "evaluation",
      "learning",
      "system",
      "setup"
    ]
  },
  {
    "id": "PP-S3",
    "title": "Gender Impact Assessment Design",
    "description": "Interactive Practice Pack: beyond sex-disaggregation, WEAI/Pro-WEAI/GEM framework choice, intersectionality, honest reporting. 4 modules + live capstone.",
    "type": "practice-pack",
    "category": "Gender · Evaluation",
    "url": "/practice-packs/gender-impact/",
    "tags": [
      "gender",
      "GIA",
      "WEAI",
      "Pro-WEAI",
      "intersectionality",
      "India"
    ]
  },
  {
    "id": "PP-S4",
    "title": "Education Programme Evaluation",
    "description": "Interactive Practice Pack: learning outcomes (ASER/NAS/boards), teacher practice, NEP 2020 evaluation, TaRL evidence. 4 modules + live capstone.",
    "type": "practice-pack",
    "category": "Education · Evaluation",
    "url": "/practice-packs/education-evaluation/",
    "tags": [
      "education",
      "NEP 2020",
      "ASER",
      "TaRL",
      "learning outcomes"
    ]
  },
  {
    "id": "PP-S5",
    "title": "Health Intervention Evaluation",
    "description": "Interactive Practice Pack: NCD/RMNCH+A/mental health outcome framing, NFHS-comparable measurement, health systems indicators. 4 modules + live capstone.",
    "type": "practice-pack",
    "category": "Health · Evaluation",
    "url": "/practice-packs/health-evaluation/",
    "tags": [
      "health",
      "NCD",
      "RMNCH",
      "NFHS",
      "mental health",
      "CHW"
    ]
  },
  {
    "id": "PP-S6",
    "title": "Climate Adaptation Programme Evaluation",
    "description": "Interactive Practice Pack: adaptation vs mitigation, vulnerability under uncertainty, longitudinal cohort, attribution in changing baseline. 4 modules + live capstone.",
    "type": "practice-pack",
    "category": "Climate · Evaluation",
    "url": "/practice-packs/climate-evaluation/",
    "tags": [
      "climate",
      "adaptation",
      "vulnerability",
      "attribution"
    ]
  },
  {
    "id": "PP-S7",
    "title": "Public Policy Evaluation",
    "description": "Interactive Practice Pack: policy vs programme evaluation, political economy, implementation tracking, welfare-effect estimation. 4 modules + live capstone.",
    "type": "practice-pack",
    "category": "Policy · Evaluation",
    "url": "/practice-packs/policy-evaluation/",
    "tags": [
      "policy",
      "political economy",
      "implementation",
      "welfare"
    ]
  },
  {
    "id": "PP-S8",
    "title": "Media Campaign Evaluation",
    "description": "Interactive Practice Pack: BCC evaluation — reach, recall, intent, behaviour. Attribution under noise, formative evaluation. 4 modules + live capstone.",
    "type": "practice-pack",
    "category": "Media · Evaluation",
    "url": "/practice-packs/media-evaluation/",
    "tags": [
      "media",
      "BCC",
      "campaign",
      "attribution",
      "social media"
    ]
  },
  {
    "id": "PP-S9",
    "title": "Governance Reform Evaluation",
    "description": "Interactive Practice Pack: institutional change, citizen-experience metrics, before-after structural break, political economy of findings. 4 modules + live capstone.",
    "type": "practice-pack",
    "category": "Governance · Evaluation",
    "url": "/practice-packs/governance-evaluation/",
    "tags": [
      "governance",
      "reform",
      "institutional",
      "citizen experience"
    ]
  },
  {
    "id": "BS32",
    "title": "Digital Roadmap for a Circular Economy",
    "description": "European Commission paper on how digital technologies can accelerate the circular economy transition — IoT, blockchain, AI, EU policy frameworks, and Indian landscape analysis.",
    "url": "/BookSummaries/circular-economy-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "policy",
      "sustainability",
      "circular",
      "economy",
      "digital",
      "EU"
    ]
  },
  {
    "id": "BS33",
    "title": "Measuring Empowerment: What Gets Measured Matters",
    "description": "BMGF methods note on measuring women and girls' empowerment — WEAI, DHS modules, results frameworks, indicator design, and measurement biases in Indian field settings.",
    "url": "/BookSummaries/measuring-empowerment-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "empowerment",
      "gender",
      "measurement",
      "methods",
      "India"
    ]
  },
  {
    "id": "BS34",
    "title": "Field Experiments in Economics: History and Methodology",
    "description": "Favereau & Nagatsu on the methodological history of field experiments — lab-extension vs programme-evaluation strands, external validity, and capability-approach connections.",
    "url": "/BookSummaries/field-experiments-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "experiments",
      "methodology",
      "economics",
      "RCT",
      "field"
    ]
  },
  {
    "id": "BS35",
    "title": "Learning Policy, Doing Policy",
    "description": "Mercer, Ayres, Head & Wanna on the interactions between public policy theory, practice and teaching — with Australian, New Zealand and Indian case studies.",
    "url": "/BookSummaries/learning-policy-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "policy",
      "governance",
      "teaching",
      "practice",
      "public"
    ]
  },
  {
    "id": "BS36",
    "title": "Learning Statistics with R",
    "description": "Navarro's open-access statistics textbook companion — research design, descriptive statistics, hypothesis testing, regression, ANOVA, and factor analysis with R code.",
    "url": "/BookSummaries/learning-statistics-r-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "statistics",
      "R",
      "methods",
      "data",
      "research"
    ]
  },
  {
    "id": "BS37",
    "title": "M&E Frameworks",
    "description": "Companion to USAID's M&E frameworks — CLA Toolkit, Evaluation Toolkit, Monitoring Toolkit, MEL Plans, and performance and impact evaluation guidance.",
    "url": "/BookSummaries/me-frameworks-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "monitoring",
      "evaluation",
      "USAID",
      "CLA",
      "MEL",
      "frameworks"
    ]
  },
  {
    "id": "BS38",
    "title": "Social Norms & SBC",
    "description": "Companion to social norms and social & behavior change resources — norm diagnostics, ego-network analysis, programme design for norm shift, and measurement approaches.",
    "url": "/BookSummaries/social-norms-sbc-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "norms",
      "behavior",
      "change",
      "SBC",
      "UNICEF",
      "USAID"
    ]
  },
  {
    "id": "BS39",
    "title": "Paying for Health",
    "description": "Cylus, Forman et al. on health financing — UHC frameworks, revenue raising, pooling, purchasing, the WHO cube, and global fund architecture.",
    "url": "/BookSummaries/paying-for-health-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "health",
      "financing",
      "UHC",
      "WHO",
      "policy"
    ]
  },
  {
    "id": "BS40",
    "title": "Public Innovation Playbook",
    "description": "Johns Hopkins Bloomberg Center playbook for city-level innovation teams — four phases from mission-setting through prototyping, iterating, and sustaining innovation.",
    "url": "/BookSummaries/public-innovation-playbook-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "innovation",
      "public",
      "governance",
      "cities",
      "playbook"
    ]
  },
  {
    "id": "BS41",
    "title": "Qualitative Methods Suite",
    "description": "Three-textbook companion on qualitative research methods — epistemology, sampling, interviewing, coding, thematic analysis, and writing up qualitative findings.",
    "url": "/BookSummaries/qualitative-methods-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "qualitative",
      "methods",
      "research",
      "interviews",
      "coding",
      "thematic"
    ]
  },
  {
    "id": "BS42",
    "title": "Value of RCTs in Developing Contexts",
    "description": "Sengupta on the value of randomised controlled trials in developing contexts — 7 case studies examining RCT design, ethics, and external validity across the Asia-Pacific.",
    "url": "/BookSummaries/rct-developing-contexts-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "RCT",
      "experiments",
      "impact",
      "evaluation",
      "APAC"
    ]
  },
  {
    "id": "BS43",
    "title": "Research Design Workflow",
    "description": "Multi-source companion on the research design workflow — literature review, formative research, mixed methods, survey design, and SBCC programme contexts.",
    "url": "/BookSummaries/research-design-workflow-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "research",
      "design",
      "methods",
      "mixed",
      "survey",
      "SBCC"
    ]
  },
  {
    "id": "BS44",
    "title": "Public Speaking for Researchers",
    "description": "Two-book companion on public speaking — Gallo's storytelling techniques and Berkun's practical presentation advice for researchers and practitioners.",
    "url": "/BookSummaries/public-speaking-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "speaking",
      "presentation",
      "communication",
      "leadership"
    ]
  },
  {
    "id": "BS45",
    "title": "Small Sample Size Solutions",
    "description": "van de Schoot & Miočević on statistical methods for small samples — Bayesian approaches, multilevel modelling, SEM, power analysis, and practical solutions for development research.",
    "url": "/BookSummaries/small-sample-size-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "statistics",
      "Bayesian",
      "small",
      "sample",
      "methods",
      "SEM"
    ]
  },
  {
    "id": "BS46",
    "title": "Poor Economics",
    "description": "Banerjee & Duflo's Nobel-winning case for fighting poverty through rigorously-tested interventions — nutrition, health, education, microfinance and savings, read through RCTs and the behavioural lives of the poor.",
    "url": "/BookSummaries/poor-economics-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "poverty",
      "RCT",
      "development economics",
      "microfinance",
      "behavioural",
      "Banerjee",
      "Duflo"
    ]
  },
  {
    "id": "BS47",
    "title": "Why Nations Fail",
    "description": "Acemoglu & Robinson's Nobel-winning theory of why prosperity and poverty are made by inclusive versus extractive institutions — critical junctures, creative destruction and the incentives of elites.",
    "url": "/BookSummaries/why-nations-fail-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "institutions",
      "political economy",
      "governance",
      "inclusive",
      "extractive",
      "Acemoglu",
      "Robinson"
    ]
  },
  {
    "id": "BS48",
    "title": "Development as Freedom",
    "description": "Amartya Sen's reframing of development as the expansion of human freedoms — the capability approach, the five instrumental freedoms, famines and democracy, and women's agency at the heart of change.",
    "url": "/BookSummaries/development-as-freedom-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "capability approach",
      "freedom",
      "Amartya Sen",
      "development economics",
      "democracy",
      "gender",
      "welfare"
    ]
  },
  {
    "id": "BS49",
    "title": "Capital in the Twenty-First Century",
    "description": "Thomas Piketty's landmark study of wealth and inequality — r > g, the capital/income ratio, the U-shaped history of concentration, patrimonial capitalism, and the case for a progressive tax on capital.",
    "url": "/BookSummaries/capital-in-the-21st-century-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "inequality",
      "wealth",
      "capital",
      "Piketty",
      "taxation",
      "development economics"
    ]
  },
  {
    "id": "BS50",
    "title": "India After Gandhi",
    "description": "Ramachandra Guha's definitive history of independent India — Partition, the princely states, the Nehru era, linguistic reorganisation, the Emergency and 1991 reforms — and why the world's largest democracy held together.",
    "url": "/BookSummaries/india-after-gandhi-companion.html",
    "type": "book-summary",
    "category": "Reading Companions",
    "tags": [
      "India",
      "history",
      "democracy",
      "politics",
      "governance",
      "Ramachandra Guha",
      "Partition"
    ]
  },
  {
    "id": "LAB-POLICY",
    "title": "Policy Analysis Lab",
    "description": "Interactive policy analysis tools — Bardach 8-step, stakeholder power-interest grid, causal loop builder, decision matrix, and policy brief generator. Auto-saves to browser.",
    "url": "/Labs/policy-analysis-lab.html",
    "type": "lab",
    "category": "Labs",
    "tags": [
      "policy",
      "analysis",
      "Bardach",
      "stakeholder",
      "causal",
      "decision",
      "brief"
    ]
  },
  {
    "id": "PUZZLE-LIBRARY",
    "title": "Game Library",
    "description": "Free in-browser crosswords, quizzes and word searches across development economics, gender, MEAL, public health and climate. Learn development concepts by playing.",
    "type": "page",
    "category": "Interactive",
    "url": "/game-library.html",
    "tags": [
      "puzzle",
      "crossword",
      "quiz",
      "word search",
      "game",
      "interactive",
      "practice",
      "revision"
    ]
  },
  {
    "id": "DD007",
    "title": "Cash Transfers and the Evidence",
    "description": "Conditional or unconditional, cash or kind, delivered how — what two decades of trials actually taught us about giving money to the poor.",
    "type": "deep-dive",
    "category": "Deep Dives",
    "url": "/DeepDives/cash-transfers-evidence.html",
    "tags": [
      "cash-transfers",
      "social-policy",
      "development",
      "poverty",
      "india"
    ]
  },
  {
    "id": "DD008",
    "title": "Climate Adaptation Finance and Loss & Damage",
    "description": "Who pays to adapt, and who pays for the harm already done — a working reading list on the money behind climate justice.",
    "type": "deep-dive",
    "category": "Deep Dives",
    "url": "/DeepDives/climate-adaptation-finance.html",
    "tags": [
      "climate",
      "finance",
      "adaptation",
      "global-south",
      "policy"
    ]
  },
  {
    "id": "DD009",
    "title": "Randomista Economics and Its Critics",
    "description": "The rise of the randomised trial, the 2019 Nobel, and the long argument about what experiments can and cannot tell us about development.",
    "type": "deep-dive",
    "category": "Deep Dives",
    "url": "/DeepDives/randomista-economics.html",
    "tags": [
      "rct",
      "methods",
      "evaluation",
      "economics",
      "mel"
    ]
  },
  {
    "id": "DD010",
    "title": "India's Female Labour-Force Puzzle",
    "description": "Why do so few Indian women work for pay — and why did participation fall as the economy boomed? A guided reading list.",
    "type": "deep-dive",
    "category": "Deep Dives",
    "url": "/DeepDives/india-female-labour-force-participation.html",
    "tags": [
      "gender",
      "labour",
      "india",
      "economics",
      "work"
    ]
  },
  {
    "id": "DD011",
    "title": "The Learning Crisis",
    "description": "Children are in school as never before — and learning far less than the world assumed. A reading list on the gap between schooling and learning.",
    "type": "deep-dive",
    "category": "Deep Dives",
    "url": "/DeepDives/the-learning-crisis.html",
    "tags": [
      "education",
      "learning",
      "india",
      "policy"
    ]
  },
  {
    "id": "dd-the-stunting-puzzle",
    "title": "The Stunting Puzzle — Deep Dive",
    "description": "Why are South Asia's children among the most stunted in the world, despite rising incomes? A curated reading list on the Asian Enigma, the first 1,000 days, sanitation, women's status, and what actually reduces stunting.",
    "url": "/DeepDives/the-stunting-puzzle.html",
    "tags": [
      "deep dive",
      "nutrition",
      "stunting",
      "child health",
      "south asia",
      "first 1000 days",
      "sanitation",
      "maternal health",
      "reading list"
    ],
    "type": "deep-dive",
    "category": "Deep Dives"
  },
  {
    "id": "dd-the-care-economy",
    "title": "The Care Economy — Deep Dive",
    "description": "The unpaid care work that holds every economy up — mostly women's, mostly uncounted. A curated reading list on feminist economics, time-use data, the Recognize-Reduce-Redistribute agenda, and care in South Asia.",
    "url": "/DeepDives/the-care-economy.html",
    "tags": [
      "deep dive",
      "care economy",
      "unpaid work",
      "feminist economics",
      "gender",
      "time use",
      "south asia",
      "reading list"
    ],
    "type": "deep-dive",
    "category": "Deep Dives"
  },
  {
    "id": "dd-climate-migration-south-asia",
    "title": "Climate Migration in South Asia — Deep Dive",
    "description": "Floods, salt, heat, and the people who move — and the people who can't. A curated reading list on climate change, displacement, and migration-as-adaptation across South Asia.",
    "url": "/DeepDives/climate-migration-south-asia.html",
    "tags": [
      "deep dive",
      "climate",
      "migration",
      "displacement",
      "south asia",
      "adaptation",
      "loss and damage",
      "bangladesh",
      "reading list"
    ],
    "type": "deep-dive",
    "category": "Deep Dives"
  },
  {
    "id": "dd-ai-and-development",
    "title": "AI and Development — Deep Dive",
    "description": "What can AI genuinely do for the poor, and what does it do to them? A curated reading list on AI and development: poverty prediction from satellites and phones, decolonial AI and data colonialism, digital public infrastructure, and the large-language-model moment in the Global South.",
    "url": "/DeepDives/ai-and-development.html",
    "tags": [
      "deep dive",
      "ai",
      "machine learning",
      "development",
      "data colonialism",
      "global south",
      "digital public infrastructure",
      "ethics",
      "reading list"
    ],
    "type": "deep-dive",
    "category": "Deep Dives"
  },
  {
    "id": "DD-platform-gig-work",
    "title": "Platform & Gig Work in India — Deep Dive",
    "description": "Is platform work an escape from informality, or informality with an app? A curated reading list on India's gig economy: NITI Aayog's 7.7 million estimate, the Code on Social Security, worker ethnographies, Fairwork ratings, state gig-worker laws, and the unions organising app-based workers.",
    "url": "/DeepDives/platform-gig-work-india.html",
    "tags": [
      "deep dive",
      "gig economy",
      "platform work",
      "labour",
      "india",
      "social protection",
      "algorithmic management",
      "reading list"
    ],
    "type": "deep-dive",
    "category": "Deep Dives"
  },
  {
    "id": "DD012",
    "title": "Measuring Empowerment",
    "description": "Beyond income: agency, autonomy, and the trouble with proxies — a working reading list for evaluators measuring something that resists measurement.",
    "type": "deep-dive",
    "category": "Deep Dives",
    "url": "/DeepDives/measuring-empowerment.html",
    "tags": [
      "gender",
      "empowerment",
      "mel",
      "measurement",
      "methods"
    ]
  },
  {
    "id": "DD013",
    "title": "The Politics of Targeting",
    "description": "Universal or targeted welfare? A reading list on who gets left out, why \"programmes for the poor\" so often become poor programmes, and how the technology of identification reshapes the politics.",
    "type": "deep-dive",
    "category": "Deep Dives",
    "url": "/DeepDives/politics-of-targeting.html",
    "tags": [
      "policy",
      "social-policy",
      "welfare",
      "india",
      "economics"
    ]
  },
  {
    "id": "DD014",
    "title": "Health Systems and UHC in South Asia",
    "description": "How a region of nearly two billion people is trying to reach universal health coverage — and why the money, not just the medicine, is the hard part.",
    "type": "deep-dive",
    "category": "Deep Dives",
    "url": "/DeepDives/health-systems-uhc-south-asia.html",
    "tags": [
      "health",
      "uhc",
      "south-asia",
      "policy",
      "india"
    ]
  },
  {
    "id": "DD015",
    "title": "Decolonising Development Knowledge",
    "description": "Whose evidence counts, who gets to theorise, and what localisation actually demands — a reading list on epistemic justice in development.",
    "type": "deep-dive",
    "category": "Deep Dives",
    "url": "/DeepDives/decolonising-development-knowledge.html",
    "tags": [
      "methods",
      "philosophy",
      "global-south",
      "knowledge",
      "development"
    ]
  },
  {
    "id": "DD016",
    "title": "Informality and Social Protection",
    "description": "Gig work, the \"missing middle\", and portable benefits — how informal economies are measured, and how protection can reach the workers who hold them up.",
    "type": "deep-dive",
    "category": "Deep Dives",
    "url": "/DeepDives/informality-and-social-protection.html",
    "tags": [
      "economics",
      "informality",
      "labour",
      "social-policy",
      "india"
    ]
  },
  {
    "id": "BLOG032",
    "title": "What the Evidence Actually Says About Cash Transfers",
    "description": "Cash transfers have gone from heresy to the default benchmark in development. A practitioner's guide to what the evidence shows: UCT vs CCT, cash vs in-kind, delivery and leakage, and India's DBT.",
    "type": "blog",
    "category": "Methods",
    "url": "/blog/what-the-evidence-says-about-cash-transfers.html",
    "tags": [
      "cash transfers",
      "social protection",
      "evidence",
      "UCT",
      "CCT",
      "DBT",
      "India"
    ]
  },
  {
    "id": "COURSE-CAUSAL",
    "title": "Causal Inference for Development: Designs, Estimators & Judgement",
    "description": "Free design-based causal-inference flagship for development practitioners — potential outcomes, the estimator toolkit from RCTs and IV to RDD, difference-in-differences, synthetic control and causal ML, and the practitioner work of reading and commissioning impact evidence. R and Stata throughout, with Indian programme cases.",
    "type": "course",
    "category": "Flagship",
    "url": "/courses/causal/",
    "tags": [
      "causal inference",
      "potential outcomes",
      "RCT",
      "instrumental variables",
      "regression discontinuity",
      "difference-in-differences",
      "synthetic control",
      "double machine learning",
      "impact evaluation",
      "propensity score",
      "ATE",
      "ATT",
      "India",
      "South Asia"
    ]
  },
  {
    "id": "COURSE-INTERVENTION",
    "title": "Designing What Works: Development Interventions from Model to Scale",
    "description": "Free flagship on development intervention and programme design — the models proven at population scale (graduation, cash transfers, community health workers, self-help groups, teaching at the right level), the design principles behind them, and how to think about scale. Grounded in South Asian delivery systems: NRLM, ASHA, DBT, Pratham, BRAC.",
    "type": "course",
    "category": "Flagship",
    "url": "/courses/intervention/",
    "tags": [
      "intervention design",
      "programme design",
      "theory of change",
      "graduation approach",
      "cash transfers",
      "community health workers",
      "ASHA",
      "self-help groups",
      "NRLM",
      "teaching at the right level",
      "TaRL",
      "scaling",
      "voltage effect",
      "PDIA",
      "cost-effectiveness",
      "delivery chain",
      "India",
      "South Asia"
    ]
  },
  {
    "id": "LEXICON-INTERVENTION",
    "title": "Intervention Design Lexicon",
    "description": "A plain-language glossary of development intervention and programme design — from theory of change, targeting and the delivery chain to the graduation approach, isomorphic mimicry, the voltage effect and PDIA.",
    "type": "reference",
    "category": "Lexicon",
    "url": "/courses/intervention/lexicon.html",
    "tags": [
      "intervention design",
      "programme design",
      "glossary",
      "lexicon",
      "scaling",
      "targeting"
    ]
  },
  {
    "id": "LEXICON-CAUSAL",
    "title": "Causal Inference Lexicon",
    "description": "A 65-term plain-language glossary of causal inference for development practitioners — from potential outcomes and SUTVA to IV, RDD, DiD and synthetic control.",
    "type": "reference",
    "category": "Lexicon",
    "url": "/courses/causal/lexicon.html",
    "tags": [
      "causal inference",
      "glossary",
      "lexicon",
      "econometrics",
      "estimators"
    ]
  },
  {
    "id": "SPECIAL-CAPACITY-FOR-IRONY",
    "title": "Capacity for Irony — Marginalia",
    "description": "Ten cartoons from the development sector, each paired with two or three evidence-based, cited paragraphs. The language of help meets the people it claims to help.",
    "type": "special",
    "category": "Marginalia",
    "url": "/specials/capacity-for-irony/",
    "tags": [
      "marginalia",
      "satire",
      "development sector",
      "MEL",
      "localisation",
      "gender mainstreaming",
      "ASHA",
      "logframe",
      "capacity building",
      "scale",
      "participation",
      "ICT4D"
    ]
  },
  {
    "id": "SPECIAL-THE-FINE-PRINT",
    "title": "The Fine Print — Marginalia",
    "description": "Ten cartoons on the gap between the headline claim and the buried condition — inclusion without access, ownership without budget, evidence without funding, resilience without prevention. Each with cited evidence.",
    "type": "special",
    "category": "Marginalia",
    "url": "/specials/the-fine-print/",
    "tags": [
      "cartoon essay",
      "marginalia",
      "satire",
      "development sector",
      "participation",
      "disability inclusion",
      "youth",
      "behaviour change",
      "climate resilience",
      "WASH"
    ]
  },
  {
    "id": "SPECIAL-THE-INDICATOR-ATE-THE-VILLAGE",
    "title": "The Indicator Ate the Village — Marginalia",
    "description": "Ten cartoons on monitoring & evaluation — the baseline that learns nothing, the dashboard at 87% beside an empty clinic, real-time data for whom, the endline that never saw the year after exit, accountability that only points up. Each with cited evidence.",
    "type": "special",
    "category": "Marginalia",
    "url": "/specials/the-indicator-ate-the-village/",
    "tags": [
      "cartoon essay",
      "marginalia",
      "satire",
      "monitoring and evaluation",
      "MEL",
      "indicators",
      "theory of change",
      "accountability",
      "data",
      "development sector"
    ]
  },
  {
    "id": "SPECIAL-MARGINALIA",
    "title": "Marginalia — Cartoon Essays",
    "description": "ImpactMojo's series of cartoon essays on development work: the sector's claim, the field's reply, and the evidence behind it. Two essays so far — Capacity for Irony and The Fine Print.",
    "type": "special",
    "category": "Marginalia",
    "url": "/specials/marginalia/",
    "tags": [
      "cartoon essay",
      "marginalia",
      "satire",
      "development sector",
      "series"
    ]
  },
  {
    "id": "101-data-lit",
    "title": "Data Literacy 101",
    "description": "Data Literacy 101 — a free foundational course for development practitioners in South Asia. Read, question, visualise and use data responsibly: from India's data ecosystem to sampling, distributions, correlation, data quality and ethics. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/data-lit.html",
    "tags": [
      "data",
      "literacy",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-data-viz",
    "title": "Data Visualization 101",
    "description": "Data Visualization 101 — a free foundational course for development practitioners in South Asia. How to turn numbers into honest, clear charts: marks and channels, choosing a chart type, avoiding misleading visuals, colour, annotation, tables, distributions, maps and accessibility. The companion to The Long View. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/data-viz.html",
    "tags": [
      "data visualization",
      "charts",
      "dataviz",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-logframe-101",
    "title": "Logframe 101",
    "description": "Logframe 101 — a free foundational course for development practitioners in South Asia. The logical framework, built from the results chain up: inputs, activities, outputs, outcomes and impact; indicators and SMART targets; means of verification; assumptions and risk; building and testing the matrix, its critiques, and donor formats. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/logframe-101.html",
    "tags": [
      "logframe",
      "logical framework",
      "results chain",
      "theory of change",
      "monitoring evaluation",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-bi-analysis",
    "title": "Bivariate Analysis 101",
    "description": "Bivariate Analysis 101 — a free foundational course for development practitioners and researchers in South Asia. The step after describing one variable: cross-tabulation, correlation, comparing groups, chi-square, simple regression and the pitfalls of reading two variables together, with India-centric examples. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/bi-analysis.html",
    "tags": [
      "bivariate",
      "analysis",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-multivariate-basics",
    "title": "Multivariate Analysis 101",
    "description": "Multivariate Analysis 101 — a free foundational course for development practitioners and analysts in South Asia. From bivariate to multiple regression: controlling for confounders, reading coefficients, model fit, diagnostics, multicollinearity, interactions, logistic regression and the NFHS wealth index via PCA. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/multivariate-basics.html",
    "tags": [
      "multivariate",
      "analysis",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-econometrics-101",
    "title": "Econometrics 101",
    "description": "Econometrics 101 — a free foundational course for development practitioners and researchers in South Asia. From correlation to credible causation: potential outcomes, OLS, endogeneity, RCTs, instrumental variables, difference-in-differences, regression discontinuity, panel fixed effects and how to read results critically, with India-centric examples. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/econometrics-101.html",
    "tags": [
      "econometrics",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-eda-hhs",
    "title": "Exploratory Data Analysis 101",
    "description": "Exploratory Data Analysis 101 — a free foundational course for development practitioners in South Asia. Inspect, clean, describe, visualise and question household survey data &mdash; from NSS, PLFS and NFHS structure to missingness, outliers, survey weights and honest visuals. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/eda-hhs.html",
    "tags": [
      "exploratory",
      "data",
      "analysis",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-irt-basics",
    "title": "Item Response Theory 101",
    "description": "Item Response Theory 101 — a free foundational course for development M&E and assessment practitioners in South Asia. Understand latent traits, item characteristic curves, difficulty and discrimination, information, DIF and how IRT powers learning assessments and empowerment, wealth and food-security scales. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/irt-basics.html",
    "tags": [
      "item",
      "response",
      "theory",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-qual-methods",
    "title": "Qualitative Methods 101",
    "description": "Qualitative Methods 101 — a free foundational course for development practitioners and researchers in South Asia. Design and conduct rigorous qualitative research: paradigms, purposive sampling, interviews, focus groups, observation, participatory and visual methods, coding, thematic analysis, trustworthiness and ethics. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/qual-methods.html",
    "tags": [
      "qualitative",
      "methods",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-obs2insight",
    "title": "Observation to Insight 101",
    "description": "Observation to Insight 101 — a free foundational course for development practitioners in South Asia. Learn to observe the field rigorously: from the say-do gap and Spradley's framework to field notes, structured tools, triangulation, bias, ethics and turning patterns into decisions. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/obs2insight.html",
    "tags": [
      "observation",
      "insight",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-research-ethics",
    "title": "Research Ethics 101",
    "description": "Research Ethics 101 — a free foundational course for development practitioners and researchers in South Asia. From the Nuremberg Code and the Belmont principles to informed consent, vulnerable populations, privacy, ethics review under ICMR 2017 and India's DPDP Act 2023. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/research-ethics.html",
    "tags": [
      "research",
      "ethics",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-cost-effectiveness",
    "title": "Cost Effectiveness 101",
    "description": "Cost Effectiveness 101 — a free foundational course for development practitioners and funders in South Asia. Learn to compare interventions by cost per outcome: cost-effectiveness, cost-benefit and cost-utility analysis, the ICER, DALYs, discounting, league tables, sensitivity analysis and the limits of efficiency. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/cost-effectiveness.html",
    "tags": [
      "cost",
      "effectiveness",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-data-feminism",
    "title": "Data Feminism 101",
    "description": "Data Feminism 101 — a free foundational course for development practitioners and researchers in South Asia. Power and data, intersectionality and the seven principles of Catherine D'Ignazio and Lauren Klein, with India-centric examples on gender data gaps, the matrix of domination and counting for justice. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/data-feminism.html",
    "tags": [
      "data",
      "feminism",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-care-economy-101",
    "title": "Care Economy 101",
    "description": "Care Economy 101 — a free foundational course for development practitioners and policy folk in South Asia. Understand paid and unpaid care work, why GDP hides it, how India's Time Use Survey measures it, the 5 Rs framework, care policies and the case for investing in care. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/care-economy-101.html",
    "tags": [
      "care",
      "economy",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-sel-basics",
    "title": "SEL Basics 101",
    "description": "SEL Basics 101 — a free foundational course for educators and education-programme staff in South Asia. Understand social and emotional learning: the CASEL five competencies, the evidence base, classroom practice, measurement cautions and how to contextualise SEL for India and the region. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/sel-basics.html",
    "tags": [
      "sel",
      "basics",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-srhr-basics",
    "title": "Sexual Health 101",
    "description": "Sexual Health 101 — a free, rights-based foundational course on sexual and reproductive health and rights (SRHR) for development and health practitioners in South Asia: from the WHO definition and the ICPD framework to contraception, maternal health, safe abortion, STIs and HIV, comprehensive sexuality education, consent and youth-friendly services. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/SRHR-basics.html",
    "tags": [
      "sexual",
      "health",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-community-dev",
    "title": "Community Development 101",
    "description": "Community Development 101 — a free foundational course for development practitioners in South Asia. Participation, empowerment, asset-based approaches, community organising, participatory tools, self-help groups, power and elite capture, sustainability and panchayati raj — from Arnstein and Chambers to Ostrom and India's DAY-NRLM. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/community-dev.html",
    "tags": [
      "community",
      "development",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-edu-pedagogy",
    "title": "Education and Pedagogy 101",
    "description": "Education and Pedagogy 101 — a free foundational course for educators and education-programme staff in South Asia. From how learning works and Bloom's taxonomy to constructivist and inclusive practice, assessment, foundational literacy and numeracy, Teaching at the Right Level, Freire's critical pedagogy and India's learning crisis. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/edu-pedagogy.html",
    "tags": [
      "education",
      "pedagogy",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-eng-dev",
    "title": "English for Development 101",
    "description": "English for Development 101 — a free, practical communication course for NGO staff, researchers and grant writers across South Asia working in English as a second or third language: plain writing, killing jargon, structuring reports, communicating data and speaking with confidence. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/eng-dev.html",
    "tags": [
      "english",
      "development",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-decolonize-dev",
    "title": "Decolonial Development 101",
    "description": "Decolonial Development 101 — a free foundational course for practitioners, researchers and students in the Global South and South Asia. From the colonial roots of 'development' and the coloniality of power to epistemic injustice, decolonising aid and research, and post-development alternatives like buen vivir, ubuntu and swaraj. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/decolonize-dev.html",
    "tags": [
      "decolonial",
      "development",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-digital-ethics",
    "title": "Digital Ethics 101",
    "description": "Digital Ethics 101 — a free foundational course for development practitioners in South Asia on deploying digital technology responsibly: data privacy and the DPDP Act, algorithmic bias, AI, digital identity, surveillance, the digital divide, platform power, online harms and responsible design. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/digital-ethics.html",
    "tags": [
      "digital",
      "ethics",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-env-justice",
    "title": "Environmental Justice 101",
    "description": "Environmental Justice 101 — a free foundational course for development and environment practitioners in South Asia. Who bears environmental harm and who reaps its benefits: from caste, class and Adivasi rights to climate justice, the Forest Rights Act, pollution and just transition. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/env-justice.html",
    "tags": [
      "environmental",
      "justice",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-post-truth-101",
    "title": "Post-Truth Politics 101",
    "description": "Post-Truth Politics 101 — a free foundational course for development practitioners, communicators and citizens in South Asia on why emotion, identity and falsehood beat facts: from mis- and disinformation to echo chambers, the believing brain, the attention economy, synthetic media and building resilience through media literacy. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/post-truth-101.html",
    "tags": [
      "post",
      "truth",
      "politics",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-visual-eth",
    "title": "Visual Ethnography 101",
    "description": "Visual Ethnography 101 — a free foundational course for development researchers and communicators in South Asia. Read, make and analyse images responsibly: photo-elicitation, photovoice, video methods, the ethics of the gaze, and dignified representation in field work. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/visual-eth.html",
    "tags": [
      "visual",
      "ethnography",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-ind-constitution",
    "title": "Indian Constitution 101",
    "description": "Indian Constitution 101 — a free foundational course on the making, structure and living practice of the Constitution of India, for development practitioners, students and citizens. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/ind-constitution.html",
    "tags": [
      "indian",
      "constitution",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-dev-architecture",
    "title": "Global Development Governance 101",
    "description": "Global Development Governance 101 — a free foundational course for development practitioners in South Asia. Understand the global aid architecture: the UN system, the World Bank and IMF, ODA and the OECD-DAC, the SDGs, financing for development, new actors, aid effectiveness, the critiques of aid, and India's shift from recipient to donor. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/dev-architecture.html",
    "tags": [
      "global",
      "development",
      "governance",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-pub-health-basics",
    "title": "Public Health 101",
    "description": "Public Health 101 — a free foundational course for development and health practitioners in South Asia: population health and prevention, social determinants, epidemiology, disease burden, health systems and India's path to universal health coverage. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/pub-health-basics.html",
    "tags": [
      "public",
      "health",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-fundraising-basics",
    "title": "Fundraising Basics 101",
    "description": "Fundraising Basics 101 — a free foundational course for NGO and nonprofit staff in India and South Asia. From mission-first resource mobilisation and the funding landscape to proposals, budgets, CSR under the Companies Act, FCRA and 80G compliance, donor relationships and the ethics of fundraising. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/fundraising-basics.html",
    "tags": [
      "fundraising",
      "basics",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-toc-workbench",
    "title": "Theory of Change 101",
    "description": "Theory of Change 101 — a free, practical course for development practitioners in programme design and M&E across South Asia: build a causal map from activities to long-term change, surface assumptions, choose indicators, draw the outcome pathway, dodge the common pitfalls and use a ToC across the whole programme cycle. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/toc-workbench.html",
    "tags": [
      "theory",
      "change",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-advocacy-basics",
    "title": "Advocacy Basics 101",
    "description": "Advocacy Basics 101 — a free foundational course for development and civil-society practitioners in South Asia: how to analyse power, frame an issue, map stakeholders, build a strategy and theory of change, read policy windows, choose tactics, and advocate ethically. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/advocacy-basics.html",
    "tags": [
      "advocacy",
      "basics",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-bcc-comms",
    "title": "Behaviour Change Communication 101",
    "description": "Behaviour Change Communication 101 — a free foundational course for development and public-health communicators in South Asia. From the awareness-action gap to behaviour theories, audience research, message design, channels, campaigns and ethics — with India-centric examples. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/bcc-comms.html",
    "tags": [
      "behaviour",
      "change",
      "communication",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-pol-economy",
    "title": "Political Economy 101",
    "description": "Political Economy 101 — a free foundational course for development practitioners and analysts in South Asia. From Smith, Ricardo and Marx through institutions, collective action, rents and political settlements to Political Economy Analysis in practice and the Indian state. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/pol-economy.html",
    "tags": [
      "political",
      "economy",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-wee-studies",
    "title": "Women's Economic Empowerment 101",
    "description": "Women's Economic Empowerment 101 — a free foundational course for gender and development practitioners in South Asia: resources, agency and achievements; the unpaid care economy; women's labour force participation; pay gaps; land, finance and enterprise; norms, rights and what works. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/wee-studies.html",
    "tags": [
      "women",
      "s",
      "economic",
      "empowerment",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-child-development",
    "title": "Child Development 101",
    "description": "Child Development 101 — a free foundational course on early childhood development for health and development practitioners in South Asia: the first 1,000 days, domains and theories of development, nutrition, health, responsive caregiving, the Nurturing Care Framework, adversity, India's ECD ecosystem and how to measure it. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/child-development.html",
    "tags": [
      "child",
      "development",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-feminist-research",
    "title": "Feminist Research 101",
    "description": "Feminist Research 101 — a free foundational course for development researchers and practitioners in South Asia. From the feminist critique of objective science through standpoint theory, situated knowledges and intersectionality to ethics, reflexivity, decolonial feminisms and a practical checklist for doing research that challenges power. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/feminist-research.html",
    "tags": [
      "feminist",
      "research",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-gender-mainstreaming",
    "title": "Gender Mainstreaming 101",
    "description": "Gender Mainstreaming 101 — a free foundational course for development practitioners and programme managers in South Asia: from the Beijing Platform and ECOSOC definition to gender analysis, the programme cycle, gender-responsive budgeting, the twin-track approach, institutionalisation and the critiques that keep it honest. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/gender-mainstreaming.html",
    "tags": [
      "gender",
      "mainstreaming",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-impact-eval",
    "title": "Impact Evaluation 101",
    "description": "Impact Evaluation 101 — a free foundational course for development programme and MEL practitioners in South Asia on designing, commissioning and using credible impact evaluations: the counterfactual, theory of change, RCTs, quasi-experimental designs, power, measurement, interpretation, cost and ethics, with India-centric examples. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/impact-eval.html",
    "tags": [
      "impact",
      "evaluation",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-maternal-health",
    "title": "Maternal Health 101",
    "description": "Maternal Health 101 — a free foundational course for development and public-health practitioners in South Asia: why mothers die, the three delays, the continuum of care, antenatal and emergency obstetric care, family planning and safe abortion, equity, and India's programmes from JSY to SUMAN. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/maternal-health.html",
    "tags": [
      "maternal",
      "health",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-mixed-methods",
    "title": "Mixed Methods 101",
    "description": "Mixed Methods 101 — a free foundational course for development researchers and MEL practitioners in South Asia on intentionally combining quantitative and qualitative evidence within a single study: the core designs, integration, quality and worked examples. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/mixed-methods.html",
    "tags": [
      "mixed",
      "methods",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "101-survey-design",
    "title": "Survey Design 101",
    "description": "Survey Design 101 — a free foundational course for development and MEL practitioners running field surveys in South Asia. From objectives and questionnaire design to sampling, modes, translation, pretesting, fieldwork quality and survey ethics under the DPDP Act. ImpactMojo, CC BY-NC-ND.",
    "url": "/101-courses/survey-design.html",
    "tags": [
      "survey",
      "design",
      "south asia",
      "101",
      "foundational course"
    ],
    "type": "course",
    "category": "101 Foundational Courses"
  },
  {
    "id": "the-long-view",
    "title": "The Long View — An ImpactMojo Original Data-Visualization Studio",
    "description": "ImpactMojo's own data-visualization studio and a gallery of the greats. Original charts built by hand from real, cited evidence on poverty, child survival, caste, climate and women's work; original diagrams of the frameworks we teach (Arnstein's ladder, the results chain, the poverty trap, intersectionality, the systems iceberg); hand-coded recreations of the timeless classics (Nightingale, Minard, Snow, Du Bois); and a curated gallery of modern masterworks from Gapminder, Our World in Data, The Pudding, ProPublica, PARI and more.",
    "url": "/the-long-view.html",
    "tags": [
      "data visualization",
      "dataviz",
      "development data",
      "india",
      "poverty",
      "child mortality",
      "caste",
      "climate",
      "theory of change",
      "showcase",
      "tufte"
    ],
    "type": "showcase",
    "category": "Showcase"
  },
  {
    "id": "lv-numbers-in-the-news",
    "title": "Numbers in the News — a reader's field guide",
    "description": "A reader's field guide to the statistics in the news — the missing denominator, percent vs percentage points, base rates and false positives, truncated axes, cherry-picked baselines, margin of error, correlation vs causation, and survivorship bias — each with an interactive example.",
    "url": "/the-long-view/numbers-in-the-news.html",
    "tags": [
      "data literacy",
      "statistics",
      "numbers",
      "news",
      "media literacy",
      "the long view",
      "interactive",
      "critical thinking"
    ],
    "type": "page",
    "category": "The Long View"
  },
  {
    "id": "lv-evidence-map",
    "title": "The Evidence Map — what works, and what we don't know",
    "description": "An interactive guide to evidence gap maps — how to read what works in development, how strong the evidence is, and where the gaps are. With an illustrative education map and links to the authoritative maps from 3ie, Cochrane, Campbell and J-PAL.",
    "url": "/the-long-view/evidence-map.html",
    "tags": [
      "evidence",
      "evidence gap map",
      "what works",
      "systematic review",
      "impact evaluation",
      "3ie",
      "the long view",
      "interactive"
    ],
    "type": "page",
    "category": "The Long View"
  },
  {
    "id": "PROD-KIT",
    "title": "Evaluation Essentials Kit",
    "description": "Free downloadable bundle: ToR, logframe, budget & costing, MEL plan, proposal scoring rubric, commissioning workbook and an Intro-to-MEL trainer deck.",
    "type": "product",
    "category": "Products & Kits",
    "url": "/products.html#downloads",
    "tags": [
      "template",
      "ToR",
      "logframe",
      "MEL",
      "budget",
      "workbook",
      "slides",
      "download"
    ]
  },
  {
    "id": "PROD-CALC-EVAL",
    "title": "Evaluation & Research Costing Calculator",
    "description": "A bottom-up Excel costing model for evaluations and research: turns sample size into enumerator-days and a funder-ready budget with phase splits, three scenarios and India 2026 benchmarks. Ships with a Word companion guide.",
    "type": "product",
    "category": "Calculators",
    "url": "/products/evaluation-costing-calculator/",
    "tags": [
      "calculator",
      "costing",
      "budget",
      "evaluation",
      "research",
      "sample size",
      "Excel",
      "premium"
    ]
  },
  {
    "id": "PROD-CALC-UNIT",
    "title": "Programme Unit Economics & Pricing Calculator",
    "description": "An Excel model that tests whether a programme, product or training line makes money per client and over five years: unit economics, LTV vs CAC, TAM/SAM/SOM market sizing, and a P&L path to break-even. Ships with a Word companion guide.",
    "type": "product",
    "category": "Calculators",
    "url": "/products/unit-economics-calculator/",
    "tags": [
      "calculator",
      "pricing",
      "unit economics",
      "LTV",
      "CAC",
      "break-even",
      "Excel",
      "premium",
      "social enterprise"
    ]
  },
  {
    "id": "RTA001",
    "title": "Research to Action — Poster Series",
    "description": "A visual poster series on turning research into decisions and impact — questions, research design, sample size, indicators, bias, causation, interpreting findings, and communication.",
    "type": "poster",
    "category": "Research & Evidence",
    "url": "/research-to-action/",
    "tags": [
      "Research",
      "Evaluation",
      "Methods",
      "Evidence",
      "Posters",
      "MEL",
      "Causal Inference"
    ]
  },
  {
    "id": "RTA002",
    "title": "Data to Decisions — Poster Series (Research to Action, Series 2)",
    "description": "A visual poster series on making data useful: data quality, triangulation, monitoring, dashboards, administrative data, data ethics, inclusive evidence, learning loops, qualitative data, and data storytelling.",
    "type": "poster",
    "category": "Research & Evidence",
    "url": "/research-to-action/#2-1",
    "tags": [
      "Data",
      "MEL",
      "Monitoring",
      "Evaluation",
      "Dashboards",
      "Data Ethics",
      "Qualitative",
      "Posters"
    ]
  },
  {
    "id": "RTA003",
    "title": "Evaluation in Practice — Poster Series (Research to Action, Series 3)",
    "description": "A visual poster series on doing evaluation well: theory of change, evaluation questions, process and outcome evaluation, contribution analysis, equity-focused and realist evaluation, implementation failure, rapid evaluation, and reporting that gets used.",
    "type": "poster",
    "category": "Research & Evidence",
    "url": "/research-to-action/#3-1",
    "tags": [
      "Evaluation",
      "MEL",
      "Theory of Change",
      "Impact Evaluation",
      "Realist Evaluation",
      "Equity",
      "Posters"
    ]
  },
  {
    "id": "RTA004",
    "title": "Research Methods Without Panic — Poster Series (Research to Action, Series 4)",
    "description": "A visual poster series on core research methods: sampling, sample size, survey design, validity, reliability, qualitative interviews, focus groups, coding qualitative data, mixed methods, and research ethics.",
    "type": "poster",
    "category": "Research & Evidence",
    "url": "/research-to-action/#4-1",
    "tags": [
      "Research Methods",
      "Sampling",
      "Survey Design",
      "Validity",
      "Reliability",
      "Qualitative",
      "Mixed Methods",
      "Research Ethics",
      "Posters"
    ]
  },
  {
    "id": "RTA005",
    "title": "Climate, Health & Resilience — Poster Series (Research to Action, Series 5)",
    "description": "A visual poster series on climate and public health: climate as a health issue, heat action plans, water and sanitation, food and nutrition, vector-borne disease, resilient health systems, early warning, gender and equity, urban heat and air pollution, and adaptation to resilience.",
    "type": "poster",
    "category": "Research & Evidence",
    "url": "/research-to-action/#5-1",
    "tags": [
      "Climate",
      "Health",
      "Resilience",
      "Adaptation",
      "Public Health",
      "Equity",
      "Posters"
    ]
  },
  {
    "id": "RTA006",
    "title": "Development Sector Home Truths — Poster Series (Research to Action, Series 6)",
    "description": "A visual poster series of development-sector home truths: capacity building, the last mile, dashboards and decisions, pilots vs scale, real community participation, innovation vs improvement, reporting vs learning, frontline workers, evidence theatre, and systems change.",
    "type": "poster",
    "category": "Research & Evidence",
    "url": "/research-to-action/#6-1",
    "tags": [
      "Development",
      "Practice",
      "Scale",
      "Participation",
      "Systems Change",
      "Learning",
      "Posters"
    ]
  },
  {
    "id": "RTA007",
    "title": "Policy & Programme Design — Poster Series (Research to Action, Series 7)",
    "description": "A visual poster series on policy and programme design: problem definition, policy levers, targeting, implementation systems, frontline delivery, incentives, cost-effectiveness, accountability and feedback loops, political economy, and public value.",
    "type": "poster",
    "category": "Research & Evidence",
    "url": "/research-to-action/#7-1",
    "tags": [
      "Policy",
      "Programme Design",
      "Implementation",
      "Targeting",
      "Cost-Effectiveness",
      "Political Economy",
      "Posters"
    ]
  },
  {
    "id": "PWB-mel-basics",
    "title": "MEL Basics 101 — Practice Workbook",
    "description": "Apply MEL Basics 101: a hands-on task and reflection prompt for each of the 12 sections — theory of change, indicators, evaluation design, attribution, learning systems and more.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/mel-basics.html",
    "tags": [
      "MEL",
      "Evaluation",
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-toc-workbench",
    "title": "Theory of Change 101 — Practice Workbook",
    "description": "Apply Theory of Change 101: a task and reflection prompt for each section — backwards mapping, assumptions, indicators, drawing the ToC, common pitfalls.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/toc-workbench.html",
    "tags": [
      "Theory of Change",
      "MEL",
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-data-lit",
    "title": "Data Literacy 101 — Practice Workbook",
    "description": "Apply Data Literacy 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/data-lit.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-data-viz",
    "title": "Data Visualization 101 — Practice Workbook",
    "description": "Apply Data Visualization 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/data-viz.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-impact-eval",
    "title": "Impact Evaluation 101 — Practice Workbook",
    "description": "Apply Impact Evaluation 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/impact-eval.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-mixed-methods",
    "title": "Mixed Methods 101 — Practice Workbook",
    "description": "Apply Mixed Methods 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/mixed-methods.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-qual-methods",
    "title": "Qualitative Methods 101 — Practice Workbook",
    "description": "Apply Qualitative Methods 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/qual-methods.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-survey-design",
    "title": "Survey Design 101 — Practice Workbook",
    "description": "Apply Survey Design 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/survey-design.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-bi-analysis",
    "title": "Bivariate Analysis 101 — Practice Workbook",
    "description": "Apply Bivariate Analysis 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/bi-analysis.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-cost-effectiveness",
    "title": "Cost Effectiveness 101 — Practice Workbook",
    "description": "Apply Cost Effectiveness 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/cost-effectiveness.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-econometrics-101",
    "title": "Econometrics 101 — Practice Workbook",
    "description": "Apply Econometrics 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/econometrics-101.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-eda-hhs",
    "title": "Exploratory Data Analysis 101 — Practice Workbook",
    "description": "Apply Exploratory Data Analysis 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/eda-hhs.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-inequality-basics",
    "title": "Inequality Basics 101 — Practice Workbook",
    "description": "Apply Inequality Basics 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/inequality-basics.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-irt-basics",
    "title": "Item Response Theory 101 — Practice Workbook",
    "description": "Apply Item Response Theory 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/irt-basics.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-logframe-101",
    "title": "Logframe 101 — Practice Workbook",
    "description": "Apply Logframe 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/logframe-101.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-multivariate-basics",
    "title": "Multivariate Analysis 101 — Practice Workbook",
    "description": "Apply Multivariate Analysis 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/multivariate-basics.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-care-economy-101",
    "title": "Care Economy 101 — Practice Workbook",
    "description": "Apply Care Economy 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/care-economy-101.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-child-development",
    "title": "Child Development 101 — Practice Workbook",
    "description": "Apply Child Development 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/child-development.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-data-feminism",
    "title": "Data Feminism 101 — Practice Workbook",
    "description": "Apply Data Feminism 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/data-feminism.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-feminist-research",
    "title": "Feminist Research 101 — Practice Workbook",
    "description": "Apply Feminist Research 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/feminist-research.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-gender-mainstreaming",
    "title": "Gender Mainstreaming 101 — Practice Workbook",
    "description": "Apply Gender Mainstreaming 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/gender-mainstreaming.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-sel-basics",
    "title": "SEL Basics 101 — Practice Workbook",
    "description": "Apply SEL Basics 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/sel-basics.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-social-margins",
    "title": "Social Margins 101 — Practice Workbook",
    "description": "Apply Social Margins 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/social-margins.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-wee-studies",
    "title": "Women’s Economic Empowerment 101 — Practice Workbook",
    "description": "Apply Women’s Economic Empowerment 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/wee-studies.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-advocacy-basics",
    "title": "Advocacy Basics 101 — Practice Workbook",
    "description": "Apply Advocacy Basics 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/advocacy-basics.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-decolonize-dev",
    "title": "Decolonial Development 101 — Practice Workbook",
    "description": "Apply Decolonial Development 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/decolonize-dev.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-dev-architecture",
    "title": "Global Development Governance 101 — Practice Workbook",
    "description": "Apply Global Development Governance 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/dev-architecture.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-dev-economics",
    "title": "Development Economics 101 — Practice Workbook",
    "description": "Apply Development Economics 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/dev-economics.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-ind-constitution",
    "title": "Indian Constitution 101 — Practice Workbook",
    "description": "Apply Indian Constitution 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/ind-constitution.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-pol-economy",
    "title": "Political Economy 101 — Practice Workbook",
    "description": "Apply Political Economy 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/pol-economy.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-post-truth-101",
    "title": "Post Truth Politics 101 — Practice Workbook",
    "description": "Apply Post Truth Politics 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/post-truth-101.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-public-finance-budgeting",
    "title": "Public Finance &amp; Budgeting 101 — Practice Workbook",
    "description": "Apply Public Finance &amp; Budgeting 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/public-finance-budgeting.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "MARG-beneficiary",
    "title": "The Beneficiary Is Not a Job Title — Marginalia",
    "description": "A cartoon essay: the development sector's vocabulary (sensitised, hard-to-reach, vulnerable, captured, people-centred) answered by the people it labels, each with cited evidence.",
    "type": "special",
    "category": "Marginalia",
    "url": "/specials/the-beneficiary-is-not-a-job-title/",
    "tags": [
      "Marginalia",
      "Cartoon Essay",
      "Development Sector",
      "Participation"
    ]
  },
  {
    "id": "PWB-SRHR-basics",
    "title": "Sexual Health 101 — Practice Workbook",
    "description": "Apply Sexual Health 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/SRHR-basics.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-bcc-comms",
    "title": "Behaviour Change Communication 101 — Practice Workbook",
    "description": "Apply Behaviour Change Communication 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/bcc-comms.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-climate-essentials",
    "title": "Climate Essentials 101 — Practice Workbook",
    "description": "Apply Climate Essentials 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/climate-essentials.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-community-dev",
    "title": "Community Development 101 — Practice Workbook",
    "description": "Apply Community Development 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/community-dev.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-digital-ethics",
    "title": "Digital Ethics 101 — Practice Workbook",
    "description": "Apply Digital Ethics 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/digital-ethics.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-edu-pedagogy",
    "title": "Education and Pedagogy 101 — Practice Workbook",
    "description": "Apply Education and Pedagogy 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/edu-pedagogy.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-eng-dev",
    "title": "English for Development 101 — Practice Workbook",
    "description": "Apply English for Development 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/eng-dev.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-env-justice",
    "title": "Environmental Justice 101 — Practice Workbook",
    "description": "Apply Environmental Justice 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/env-justice.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-fundraising-basics",
    "title": "Fundraising Basics 101 — Practice Workbook",
    "description": "Apply Fundraising Basics 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/fundraising-basics.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-maternal-health",
    "title": "Maternal Health 101 — Practice Workbook",
    "description": "Apply Maternal Health 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/maternal-health.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-obs2insight",
    "title": "Observation to Insight 101 — Practice Workbook",
    "description": "Apply Observation to Insight 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/obs2insight.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-pub-health-basics",
    "title": "Public Health 101 — Practice Workbook",
    "description": "Apply Public Health 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/pub-health-basics.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-research-ethics",
    "title": "Research Ethics 101 — Practice Workbook",
    "description": "Apply Research Ethics 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/research-ethics.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-visual-eth",
    "title": "Visual Ethnography 101 — Practice Workbook",
    "description": "Apply Visual Ethnography 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
    "url": "/101-courses/practice/visual-eth.html",
    "tags": [
      "Practice",
      "Workbook"
    ]
  },
  {
    "id": "PWB-work-labour-livelihoods",
    "title": "Work, Labour &amp; Livelihoods 101 — Practice Workbook",
    "description": "Apply Work, Labour &amp; Livelihoods 101: a hands-on task and reflection prompt for each section. Free, self-paced practice workbook.",
    "type": "course",
    "category": "Practice Workbook",
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    "id": "BLOG059",
    "title": "What Would Have Happened Anyway? The Counterfactual Habit",
    "description": "Every impact claim implies a counterfactual. A plain-language guide for non-statisticians: four traps that fool boards and funders (regression to the mean, self-selection, survivorship, confounding shocks), the hierarchy of honest answers, and three questions to ask of any impact claim.",
    "type": "blog",
    "category": "Methods",
    "url": "/blog/counterfactual-habit.html",
    "tags": [
      "counterfactual",
      "causal inference",
      "evaluation",
      "impact",
      "selection bias",
      "methods"
    ]
  },
  {
    "id": "GAME018",
    "title": "Counterfactual: The Evaluation Game",
    "description": "Eight real-world scenarios from Indian development programmes. Choose the evaluation design that answers 'what would have happened anyway?' and dodge the classic causal-inference traps: regression to the mean, self-selection, survivorship bias, spillovers, the observer effect, and more.",
    "type": "game",
    "category": "MEL",
    "url": "/Games/counterfactual-game.html",
    "tags": [
      "causal inference",
      "evaluation",
      "counterfactual",
      "MEL",
      "RCT",
      "quasi-experimental",
      "selection bias",
      "game"
    ]
  },
  {
    "id": "TIMELINE007",
    "title": "Gender & Work in India, 1931–Today",
    "description": "18-node timeline of gender and work in India — the Karachi Resolution, Maternity Benefit Act, Towards Equality, SEWA, Shram Shakti, DAWN, liberalisation and the feminisation debate, Vishaka, the first Time Use Survey, MGNREGA, NCEUS, the POSH Act, the falling-FLFPR puzzle, the 26-week amendment, labour codes, COVID shock, platform work, and the disputed post-2020 revival.",
    "type": "timeline",
    "category": "Timelines",
    "url": "/timelines/gender-work-india.html",
    "tags": [
      "gender",
      "women's work",
      "FLFPR",
      "SEWA",
      "MGNREGA",
      "POSH",
      "care economy",
      "timeline",
      "labour"
    ]
  },
  {
    "id": "gender",
    "title": "Gender Studies: Feminisms, Power & Social Change",
    "description": "Flagship course on feminist theory and the political economy of gender in South Asia — feminisms, intersectionality, care work, gender-based violence, masculinities, and gender in development practice.",
    "url": "/courses/gender/",
    "tags": [
      "gender",
      "feminism",
      "intersectionality",
      "care economy",
      "GBV",
      "South Asia"
    ],
    "type": "course",
    "category": "Flagship Courses"
  },
  {
    "id": "pubpol",
    "title": "Public Policy: Analysis, Design & Implementation",
    "description": "Flagship course on the policy cycle — agenda setting, policy analysis, instruments, implementation, street-level bureaucracy, and evaluation, grounded in Indian policy practice.",
    "url": "/courses/pubpol/",
    "tags": [
      "public policy",
      "policy analysis",
      "implementation",
      "governance",
      "India"
    ],
    "type": "course",
    "category": "Flagship Courses"
  },
  {
    "id": "101-inequality-basics",
    "title": "Inequality Basics 101",
    "description": "Foundational slide deck on economic and social inequality — measurement (Gini, Palma, top shares), drivers, caste and gender dimensions, mobility, and policy responses, with Indian data throughout.",
    "url": "/101-courses/inequality-basics.html",
    "tags": [
      "inequality",
      "Gini",
      "distribution",
      "mobility",
      "101"
    ],
    "type": "course",
    "category": "Foundational Courses"
  },
  {
    "id": "PROG-BUILD-CIRCLES",
    "title": "Build Circles — 4-Week AI Build Cohorts for M&E",
    "description": "Four weeks, one real M&E problem, a working AI workflow you demo. Small rolling cohorts, WhatsApp cadence, refundable ₹1,000 seat deposit returned when you demo, verified certificate. Pick from the 15 Live Case Challenges or bring your own problem.",
    "type": "page",
    "category": "Programs",
    "url": "/build-circles.html",
    "tags": [
      "build circles",
      "cohort",
      "AI",
      "M&E",
      "study group",
      "demo day",
      "workshop"
    ]
  },
  {
    "id": "PROG-AI-ME-CERT",
    "title": "AI for M&E Certificate Track",
    "description": "Self-paced certificate track: a guided path through the AI for Impact flagship, the Counterfactual game, the Critiquing Evidence practice pack, a capstone assessed with written feedback, and a verified certificate — ₹2,499, start any day.",
    "type": "page",
    "category": "Programs",
    "url": "/ai-for-me-certificate.html",
    "tags": [
      "certificate",
      "AI",
      "M&E",
      "evaluation",
      "course",
      "credential",
      "capstone"
    ]
  },
  {
    "id": "MODULE-AI-AGENTS",
    "title": "AI Agents for Evaluators — Certificate Track Module",
    "description": "Self-paced module on building no-code AI assistants for M&E: what an agent is, five agents worth building (reporting, indicator tracking, data-quality review, qualitative coding, follow-up nudges), two full build walkthroughs with copyable prompts, ethics and human oversight, and the assessed capstone brief.",
    "type": "course",
    "category": "Programs",
    "url": "/ai-agents-for-evaluators.html",
    "tags": [
      "AI agents",
      "no-code",
      "M&E",
      "automation",
      "n8n",
      "Make",
      "certificate",
      "ethics"
    ]
  },
  {
    "id": "BS56",
    "title": "Hind Swaraj",
    "description": "Interactive reading companion: Gandhi's 1909 dialogue arguing that true swaraj is self-rule and self-mastery, not merely swapping British rulers for Indian ones — with his critique of modern civilisation, machinery, railways, doctors and lawyers, and the case for passive resistance. Chapters, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/hind-swaraj-companion.html",
    "tags": [
      "swaraj",
      "gandhi",
      "non-violence",
      "anti-colonialism",
      "political philosophy",
      "south asia"
    ]
  },
  {
    "id": "BS57",
    "title": "Elite Parties, Poor Voters",
    "description": "Interactive reading companion: How an elite, upper-caste party wins poor and lower-caste votes by outsourcing recruitment to the Sangh's nonstate service organisations — recruitment versus mobilisation, and the conditions under which service converts to votes. Chapters, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/elite-parties-poor-voters-companion.html",
    "tags": [
      "elections",
      "bjp",
      "caste",
      "welfare",
      "hindu nationalism",
      "political economy",
      "india"
    ]
  },
  {
    "id": "BS58",
    "title": "Alternative Futures: India Unshackled",
    "description": "Interactive reading companion: An anthology of radical alternatives for India across ecological, political, economic and socio-cultural spheres — eco-swaraj, radical democracy, degrowth, localisation and the solidarity economy. Chapters, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/india-unshackled-companion.html",
    "tags": [
      "eco-swaraj",
      "degrowth",
      "radical democracy",
      "political ecology",
      "alternatives",
      "india"
    ]
  },
  {
    "id": "BS59",
    "title": "Annihilation of Caste",
    "description": "Interactive reading companion: Ambedkar's undelivered 1936 address on caste as graded inequality — the case for inter-caste marriage, the critique of the shastras and chaturvarnya, and his reply to Gandhi. Chapters, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/annihilation-of-caste-companion.html",
    "tags": [
      "caste",
      "ambedkar",
      "social justice",
      "dalit",
      "hinduism",
      "india"
    ]
  },
  {
    "id": "BS60",
    "title": "On Populist Reason",
    "description": "Interactive reading companion: Laclau's theory of populism: how heterogeneous demands form chains of equivalence around empty signifiers to construct 'the people' — hegemony, affect, and the logic of political identity. Chapters, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/on-populist-reason-companion.html",
    "tags": [
      "populism",
      "hegemony",
      "political theory",
      "laclau",
      "democracy"
    ]
  },
  {
    "id": "BS61",
    "title": "Unlimited: Aspirational Politics & Mobile Media",
    "description": "Interactive reading companion: How mobile phones distribute content, data and money across India — the 'unlimited' promises of Digital India colliding with the structural limits of caste, gender, class, infrastructure and regulation. Chapters, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/aspirational-politics-companion.html",
    "tags": [
      "digital india",
      "mobile media",
      "platform studies",
      "digital rights",
      "infrastructure",
      "india"
    ]
  },
  {
    "id": "BS62",
    "title": "Nineteen Eighty-Four",
    "description": "Interactive reading companion: Orwell's dystopia of total surveillance, Newspeak, doublethink and the mutable past — read for what it teaches about propaganda, information control and authoritarian governance. Chapters, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/nineteen-eighty-four-companion.html",
    "tags": [
      "surveillance",
      "propaganda",
      "authoritarianism",
      "orwell",
      "political fiction"
    ]
  },
  {
    "id": "BS63",
    "title": "A Year of Havoc",
    "description": "Interactive reading companion: Lived-experience research on India's catastrophic 2021 COVID second wave — informal workers, a surge in domestic violence, the middle class, and the struggle to access hospitals, medicines and vaccines. Chapters, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/year-of-havoc-companion.html",
    "tags": [
      "covid-19",
      "informal workers",
      "gender-based violence",
      "social protection",
      "public health",
      "india"
    ]
  },
  {
    "id": "BS64",
    "title": "A Brief History of the Present",
    "description": "Interactive reading companion: Hilal Ahmed on Muslims in New India — 'substantive Muslimness' versus the homogenising discourse of Muslimness, Hindutva constitutionalism, the charitable state, and a restrained hope. Chapters, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/brief-history-of-the-present-companion.html",
    "tags": [
      "muslim politics",
      "hindutva",
      "indian democracy",
      "secularism",
      "political sociology",
      "india"
    ]
  },
  {
    "id": "BS65",
    "title": "The Vedic People",
    "description": "Interactive reading companion: Kochhar uses astronomy, geography and philology to relocate Rigvedic geography toward Afghanistan (Sarasvati = Helmand) — a careful, contested contribution to the Aryan-origins debate. Chapters, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/vedic-people-companion.html",
    "tags": [
      "ancient india",
      "rigveda",
      "aryan question",
      "history",
      "archaeology"
    ]
  },
  {
    "id": "BS66",
    "title": "How to Conduct Qualitative Formative Research",
    "description": "Interactive reading companion: A step-by-step SBC guide to qualitative formative research — framing the problem, choosing methods, sampling, fieldwork, and turning findings into programme design. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/formative-research-companion.html",
    "tags": [
      "formative research",
      "qualitative methods",
      "sbc",
      "programme design",
      "fieldwork"
    ]
  },
  {
    "id": "BS67",
    "title": "Best Practices for Scale Development",
    "description": "Interactive reading companion: A rigorous nine-step primer for building and validating measurement scales in health, social and behavioural research — item generation, factor analysis, reliability and validity. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/scale-development-companion.html",
    "tags": [
      "scale development",
      "measurement",
      "validity",
      "survey design",
      "psychometrics"
    ]
  },
  {
    "id": "BS68",
    "title": "Causality in Policy Studies",
    "description": "Interactive reading companion: A pluralist toolbox of causal-inference methods for policy research — experiments, quasi-experiments, QCA, process tracing and more, with their assumptions and limits. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/causality-in-policy-companion.html",
    "tags": [
      "causal inference",
      "policy analysis",
      "qca",
      "evaluation methods",
      "research design"
    ]
  },
  {
    "id": "BS69",
    "title": "Data-Driven Policy Impact Evaluation",
    "description": "Interactive reading companion: How access to microdata is transforming policy design — counterfactual impact evaluation methods (DiD, RDD, IV, PSM), administrative data, and safe data access. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/data-driven-policy-impact-evaluation-companion.html",
    "tags": [
      "impact evaluation",
      "counterfactual",
      "microdata",
      "did",
      "rdd",
      "policy"
    ]
  },
  {
    "id": "BS70",
    "title": "A Guide to Responsible Research",
    "description": "Interactive reading companion: A practical guide to research integrity and ethics — misconduct, authorship, peer review, collaboration and handling allegations, built on ICMJE, DORA and COPE standards. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/responsible-research-companion.html",
    "tags": [
      "research ethics",
      "integrity",
      "authorship",
      "peer review",
      "open science"
    ]
  },
  {
    "id": "BS71",
    "title": "Challenges in Research Policy",
    "description": "Interactive reading companion: Evidence-based policy briefs on research quality, evaluation, peer review, metrics reform (DORA/CoARA), funding concentration and the open-access paradox. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/challenges-in-research-policy-companion.html",
    "tags": [
      "research policy",
      "science policy",
      "metrics",
      "dora",
      "open access",
      "funding"
    ]
  },
  {
    "id": "BS72",
    "title": "Programmatic Impact Guide for Non-Profits",
    "description": "Interactive reading companion: A practitioner guide to social-impact measurement for non-profits — outputs versus outcomes, purposeful metrics, Goodhart's Law, agile learning loops and the IMPACT framework. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/lumina-ssr-impact-guide-companion.html",
    "tags": [
      "impact measurement",
      "monitoring evaluation",
      "outcomes",
      "theory of change",
      "non-profits"
    ]
  },
  {
    "id": "BS73",
    "title": "Co-design for Public Services",
    "description": "Interactive reading companion: Moving public-service design from expert-driven to user-driven — a seven-step co-design framework tested across six real service projects. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/co-design-public-services-companion.html",
    "tags": [
      "co-design",
      "service design",
      "public services",
      "participation",
      "human-centred design"
    ]
  },
  {
    "id": "BS74",
    "title": "Designing Digital Interventions for Lasting Impact",
    "description": "Interactive reading companion: A human-centred design toolkit for digital-health deployments — five guiding questions, six behavioural principles, and a worked immunization-tracking case study. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/digital-interventions-companion.html",
    "tags": [
      "digital health",
      "mhealth",
      "human-centred design",
      "behaviour change",
      "unicef"
    ]
  },
  {
    "id": "BS75",
    "title": "The Open Handbook of Experience Sampling Methodology",
    "description": "Interactive reading companion: The step-by-step handbook for designing, running and analysing experience-sampling / EMA studies — sampling schemes, item design, compliance and multilevel analysis. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/experience-sampling-companion.html",
    "tags": [
      "experience sampling",
      "ema",
      "research methods",
      "longitudinal",
      "multilevel"
    ]
  },
  {
    "id": "BS76",
    "title": "Doing Qualitative Data Analysis with NVivo",
    "description": "Interactive reading companion: A full course in qualitative data analysis with NVivo — from project setup and coding to queries, visualisation and writing up. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/nvivo-qualitative-analysis-companion.html",
    "tags": [
      "nvivo",
      "qualitative analysis",
      "coding",
      "caqdas",
      "research methods"
    ]
  },
  {
    "id": "BS77",
    "title": "Health Inequality Monitoring",
    "description": "Interactive reading companion: WHO's guide to monitoring health inequalities — the equity-monitoring cycle, disaggregated data, summary measures, PROGRESS-Plus, and reporting for action. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/health-inequality-monitoring-companion.html",
    "tags": [
      "health equity",
      "health inequality",
      "monitoring",
      "disaggregation",
      "who",
      "progress-plus"
    ]
  },
  {
    "id": "BS78",
    "title": "Reading Charts",
    "description": "Interactive reading companion: A data-literacy lab on reading and interrogating charts — chart types, common distortions, and how to question the numbers behind a visualisation. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/how-to-read-charts-companion.html",
    "tags": [
      "data visualisation",
      "charts",
      "data literacy",
      "statistics",
      "india"
    ]
  },
  {
    "id": "BS79",
    "title": "Learning About Learning",
    "description": "Interactive reading companion: An NCTQ audit of whether teacher training teaches the six evidence-based instructional strategies — spaced practice, retrieval, interleaving, dual coding, concrete examples and probing questions. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/learning-about-learning-companion.html",
    "tags": [
      "learning science",
      "teaching",
      "education",
      "cognitive science",
      "retrieval practice"
    ]
  },
  {
    "id": "BS80",
    "title": "A Primer for Spatial Econometrics",
    "description": "Interactive reading companion: A primer on spatial econometrics with R, Stata and Python — spatial weights, Moran's I, and spatial lag, error and Durbin models with their interpretation. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/spatial-econometrics-companion.html",
    "tags": [
      "spatial econometrics",
      "gis",
      "moran's i",
      "regression",
      "r",
      "python"
    ]
  },
  {
    "id": "BS81",
    "title": "Introductory Statistics 2e",
    "description": "Interactive reading companion: OpenStax's open introductory statistics course — descriptive statistics, probability, distributions, confidence intervals, hypothesis testing and regression. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/introductory-statistics-companion.html",
    "tags": [
      "statistics",
      "probability",
      "hypothesis testing",
      "openstax",
      "regression"
    ]
  },
  {
    "id": "BS82",
    "title": "Beginning Statistics",
    "description": "Interactive reading companion: An open one-semester introductory statistics textbook — descriptive statistics, probability, sampling distributions, estimation, hypothesis testing and regression. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/beginning-statistics-companion.html",
    "tags": [
      "statistics",
      "probability",
      "sampling",
      "estimation",
      "regression"
    ]
  },
  {
    "id": "BS83",
    "title": "NumPy: From Basics to Advanced",
    "description": "Interactive reading companion: A code-first guide to NumPy for data work — arrays, dtypes, axis-aware aggregation, boolean masking, broadcasting and the view-versus-copy trap. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/numpy-companion.html",
    "tags": [
      "numpy",
      "python",
      "data analysis",
      "arrays",
      "data cleaning"
    ]
  },
  {
    "id": "BS84",
    "title": "Introducing Python (3rd ed.)",
    "description": "Interactive reading companion: Bill Lubanovic's hands-on introduction to Python 3 — data types, control flow, functions, modules, files and data-wrangling for analysis. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/introducing-python-companion.html",
    "tags": [
      "python",
      "programming",
      "data wrangling",
      "pandas",
      "beginners"
    ]
  },
  {
    "id": "BS85",
    "title": "Machine Learning Systems",
    "description": "Interactive reading companion: The engineering of production ML systems — data pipelines, training, deployment, MLOps, efficiency, and trustworthy, responsible AI. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/machine-learning-systems-companion.html",
    "tags": [
      "machine learning",
      "ml systems",
      "mlops",
      "ai",
      "deployment"
    ]
  },
  {
    "id": "BS86",
    "title": "Python Cookbook (1st ed.)",
    "description": "Interactive reading companion: The classic O'Reilly recipe collection for Python — practical solutions for strings, data structures, files, databases and algorithms (Python 2 era). Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/python-cookbook-companion.html",
    "tags": [
      "python",
      "recipes",
      "programming",
      "algorithms",
      "reference"
    ]
  },
  {
    "id": "BS87",
    "title": "Indian Muslims: Perceptions & Voting in 2024",
    "description": "Interactive reading companion: Jaffrelot & Ahmed on how Indian Muslims saw themselves and voted in the 2024 election, grounded in CSDS-Lokniti survey data. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/jaffrelot-ahmed-muslims-2024-companion.html",
    "tags": [
      "indian muslims",
      "elections 2024",
      "voting",
      "political science",
      "india"
    ]
  },
  {
    "id": "BS88",
    "title": "Researching India's Muslims",
    "description": "Interactive reading companion: Hilal Ahmed on the identity, method and politics of studying Muslims in Hindutva-era India, written amid the anti-CAA protests. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/researching-indias-muslims-companion.html",
    "tags": [
      "muslim identity",
      "research methods",
      "reflexivity",
      "hindutva",
      "india"
    ]
  },
  {
    "id": "BS89",
    "title": "Gastro-Politics in Hindu South Asia",
    "description": "Interactive reading companion: Appadurai's classic on food as a semiotic and political medium in Hindu South Asia — caste, hierarchy, the household and the marriage feast. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/appadurai-gastro-politics-companion.html",
    "tags": [
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      "caste",
      "anthropology",
      "south asia",
      "appadurai"
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  },
  {
    "id": "BS90",
    "title": "Rightist Violence: An Historical Perspective",
    "description": "Interactive reading companion: A historical anatomy of rightist violence in the West — its emergence, 'high' and 'low' routes, and legacy. A comparative lens (Western-focused), not a South Asia study. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/rightsist-violence-companion.html",
    "tags": [
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      "terrorism",
      "history",
      "comparative"
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  },
  {
    "id": "BS91",
    "title": "Reading a Modern Classic (Asad on W.C. Smith)",
    "description": "Interactive reading companion: Talal Asad's critical reading of W.C. Smith's The Meaning and End of Religion — anti-essentialism, reification, faith, practice and the secular. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/asad-on-smith-religion-companion.html",
    "tags": [
      "religion",
      "secularism",
      "talal asad",
      "anthropology",
      "critical theory"
    ]
  },
  {
    "id": "BS92",
    "title": "Towards a Genealogy of the Concept of Ritual",
    "description": "Interactive reading companion: Asad's genealogy of 'ritual' — how the concept shifted from disciplined practice to symbolic representation, and what anthropology inherited. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/asad-genealogy-religion-companion.html",
    "tags": [
      "ritual",
      "genealogy",
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      "anthropology",
      "power"
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  },
  {
    "id": "BS93",
    "title": "Marxism in Translation",
    "description": "Interactive reading companion: Sudipta Kaviraj on why Indian Marxism 'mistranslated' Western radical theory — misreading caste as class, and the Communist-versus-reform divide. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/marxism-in-translation-companion.html",
    "tags": [
      "marxism",
      "indian political thought",
      "caste",
      "kaviraj",
      "theory"
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  {
    "id": "BS94",
    "title": "Intergenerational Transmission of Gender Attitudes",
    "description": "Interactive reading companion: Dhar, Jain & Jayachandran on how gender attitudes pass from parents to adolescents in Haryana — and what shifts them. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/dhar-gender-attitudes-2018-companion.html",
    "tags": [
      "gender attitudes",
      "adolescents",
      "india",
      "haryana",
      "development economics"
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  {
    "id": "BS95",
    "title": "Social Safety Nets & Women's Agency (45 Countries)",
    "description": "Interactive reading companion: A meta-analysis of 93 RCTs across 45 countries on how social safety nets — cash, assets, public works, care — affect women's economic achievements and agency. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/social-safety-nets-womens-agency-companion.html",
    "tags": [
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      "cash transfers",
      "women's agency",
      "meta-analysis",
      "rct"
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  },
  {
    "id": "BS96",
    "title": "The Idea of Minority: An Indian Story",
    "description": "Interactive reading companion: Hilal Ahmed on how postcolonial India invented, institutionalised and contested the constitutional category of the 'minority'. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/idea-of-minority-companion.html",
    "tags": [
      "minority rights",
      "constitution",
      "representation",
      "secularism",
      "india"
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  },
  {
    "id": "BS97",
    "title": "Women's Work, Now Paid: Tamil Nadu's Urimai Thogai",
    "description": "Interactive reading companion: A feminist reassessment of unconditional cash transfers for women, grounded in fieldwork on Tamil Nadu's Kalaignar Mahalir Urimai Thogai scheme. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/urimai-thogai-cash-transfers-companion.html",
    "tags": [
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      "care economy",
      "women",
      "tamil nadu",
      "welfare",
      "india"
    ]
  },
  {
    "id": "BS98",
    "title": "Policies to Address Health Inequities: An Umbrella Review",
    "description": "Interactive reading companion: An umbrella review ranking which policies most reduce health inequity — the Health Equity Pyramid, 'agentic demand', and intervention-generated inequality. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/health-inequities-umbrella-review-companion.html",
    "tags": [
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      "public health policy",
      "umbrella review",
      "inequality",
      "interventions"
    ]
  },
  {
    "id": "BS99",
    "title": "Statistics for Non-Statisticians",
    "description": "Interactive reading companion: An applied, spreadsheet-based first course in statistics for practitioners — descriptive statistics, sampling, distributions, inference and hypothesis testing without heavy maths. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/statistics-for-non-statisticians-companion.html",
    "tags": [
      "statistics",
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      "sampling",
      "inference",
      "research methods"
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  },
  {
    "id": "BS100",
    "title": "Wages for Housework in India?",
    "description": "Interactive reading companion: Rohini Hensman's short 2021 essay on why the unwaged domestic labour of working-class households produces labour-power — capitalism's crucial commodity — and what the Wages for Housework demand gets right and wrong in the Indian context. Section navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/wages-for-housework-india-companion.html",
    "tags": [
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      "domestic labour",
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      "labour-power",
      "gender",
      "india"
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  {
    "id": "BS101",
    "title": "PINDICS / Teacher Self-Assessment (TSAR)",
    "description": "Interactive reading companion: NCERT's teacher performance-indicator framework (PINDICS/TSAR) — performance standards, four-point rubrics, evidence sources and the self-assessment-to-CPD workflow for school M&E. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
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    "url": "/BookSummaries/pindics-companion.html",
    "tags": [
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  {
    "id": "BS102",
    "title": "The Story of My Experiments with Truth",
    "description": "Interactive reading companion: Gandhi's autobiography — the making of satyagraha through personal experiments in truth, diet, celibacy and self-rule, from Porbandar and London to South Africa and Champaran. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/gandhi-autobiography-companion.html",
    "tags": [
      "gandhi",
      "autobiography",
      "satyagraha",
      "self-rule",
      "india",
      "ethics"
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  {
    "id": "BS103",
    "title": "The Life of Mahatma Gandhi",
    "description": "Interactive reading companion: Louis Fischer's classic biography of Gandhi — the South African crucible, satyagraha, Champaran, Non-Cooperation and the Great Trial, told as narrative history. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/gandhi-life-and-times-companion.html",
    "tags": [
      "gandhi",
      "biography",
      "fischer",
      "independence",
      "india",
      "nonviolence"
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  {
    "id": "BS104",
    "title": "Poisoned Wells: DNS Censorship in India",
    "description": "Interactive reading companion: The largest study to date of DNS-based web censorship in India — 294 million domains tested across six ISPs, 43,083 blocked domains confirmed, and what it means for internet freedom, press access and circumvention. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/poisoned-well-companion.html",
    "tags": [
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      "censorship",
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      "surveillance",
      "dns",
      "india"
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  {
    "id": "BS105",
    "title": "How Image AI Works",
    "description": "Interactive reading companion: A plain-language explainer of how vision / image AI models actually work — patches, embeddings, CLIP, diffusion and multimodal LLMs — with every concept translated into social-sector use cases and risks. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/how-image-ai-works-companion.html",
    "tags": [
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      "vision models",
      "multimodal",
      "image generation",
      "ai literacy",
      "social sector"
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  {
    "id": "BS106",
    "title": "Real State of the Economy 2026",
    "description": "Interactive reading companion: An opposition-party counter-report (Congress/INC research wing) arguing India's headline GDP masks a K-shaped economy — rising inequality, weak job creation and welfare in retreat. A partisan primary source; read alongside official data. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/real-state-economy-2026-companion.html",
    "tags": [
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      "inequality",
      "k-shaped recovery",
      "unemployment",
      "welfare",
      "gdp",
      "opposition"
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  {
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    "title": "Understanding Development — Course Notes (PDF)",
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  {
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    "url": "/products/notes-dataviz/",
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  {
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    "category": "Flagship Course Notes",
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  {
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    "type": "product",
    "category": "Flagship Course Notes",
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    "category": "Flagship Course Notes",
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  {
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    "type": "product",
    "category": "Flagship Course Notes",
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    "type": "product",
    "category": "Flagship Course Notes",
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    "type": "product",
    "category": "Flagship Course Notes",
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    "type": "product",
    "category": "Flagship Course Notes",
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  {
    "id": "NOTES013",
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    "type": "product",
    "category": "Flagship Course Notes",
    "url": "/products/notes-livelihoods/",
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    "category": "Flagship Course Notes",
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    "category": "Flagship Course Notes",
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    "category": "Flagship Course Notes",
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      "station",
      "listen"
    ]
  },
  {
    "id": "impact-evaluation-lab",
    "title": "Impact Evaluation Designer",
    "description": "Design a credible impact evaluation: frame the question and estimand, choose an identification strategy (RCT, difference-in-differences, regression discontinuity, matching, synthetic control, interrupted time series) with its assumptions, estimate sample size and power, and check threats to validity.",
    "url": "/Labs/impact-evaluation-lab.html",
    "type": "lab",
    "category": "Interactive Labs",
    "tags": [
      "interactive",
      "practice",
      "tools",
      "impact evaluation",
      "causal inference",
      "RCT",
      "power"
    ]
  },
  {
    "id": "nvc-mediation-lab",
    "title": "NVC & Mediation Practice",
    "description": "Practise Nonviolent Communication and restorative dialogue: build Observation-Feeling-Need-Request statements, use feelings and needs inventories, plan a restorative circle, and rehearse conflict scenarios.",
    "url": "/Labs/nvc-mediation-lab.html",
    "type": "lab",
    "category": "Interactive Labs",
    "tags": [
      "interactive",
      "practice",
      "tools",
      "nonviolent communication",
      "mediation",
      "restorative justice",
      "conflict"
    ]
  },
  {
    "id": "livelihoods-value-chain-lab",
    "title": "Livelihoods & Value-Chain",
    "description": "Analyse a livelihood system and design interventions: map the sustainable-livelihoods capitals, build the value chain node by node, diagnose constraints and leverage points (M4P), and link to Indian programmes (NRLM, FPOs, PMKVY, MGNREGA).",
    "url": "/Labs/livelihoods-value-chain-lab.html",
    "type": "lab",
    "category": "Interactive Labs",
    "tags": [
      "interactive",
      "practice",
      "tools",
      "livelihoods",
      "value chain",
      "M4P",
      "NRLM"
    ]
  },
  {
    "id": "BS107",
    "title": "Bhima Koregaon: Challenging Caste",
    "description": "Interactive reading companion: Ashraf reads the events at Bhima Koregaon as \"in its essence, a clash between two worldviews over the principles of organising society\" — the Brahminical order that justifies caste hierarchy, and the Ambedkarite project that seeks to… Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/ajaz-ashraf-companion.html",
    "tags": [
      "caste",
      "dalit assertion",
      "civil liberties",
      "hindutva",
      "criminal justice",
      "media & narrative"
    ]
  },
  {
    "id": "BS108",
    "title": "Anti-Muslim Violence in India's Religious Ethnocracy",
    "description": "Interactive reading companion: Kaiser argues that anti-Muslim violence in India has undergone a qualitative shift since the BJP came to national power in 2014. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/anti-muslim-violence-india-companion.html",
    "tags": [
      "religious ethnocracy",
      "hindutva & the state",
      "communal violence",
      "policing & vigilantism",
      "securitisation",
      "south asia"
    ]
  },
  {
    "id": "BS109",
    "title": "India: 5,000 Years of History on the Subcontinent",
    "description": "Interactive reading companion: Truschke narrates nearly 5,000 years of life on the Indian subcontinent (largely today's Pakistan, India, and Bangladesh, with Sri Lanka, Afghanistan, Nepal and others appearing) as a history not of land but of the many communities who… Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/audrey-truschke-india-companion.html",
    "tags": [
      "south asian history",
      "diversity & caste",
      "migration",
      "religious pluralism",
      "colonialism",
      "hindu nationalism"
    ]
  },
  {
    "id": "BS110",
    "title": "Punitive Domicide: Bulldozer Justice and Punishment in India",
    "description": "Interactive reading companion: On 20 April 2022, nine JCB bulldozers demolished roughly fifty Muslim-owned shops and homes in Block C of Jahangirpuri, Delhi, days after communal violence sparked by an armed Hindu procession outside the Bengali Masjid. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/bulldozer-justice-companion.html",
    "tags": [
      "domicide",
      "bulldozer justice",
      "anti-muslim violence",
      "urban rights",
      "rule of law",
      "delhi"
    ]
  },
  {
    "id": "BS111",
    "title": "Empire's Backyard: Colonial Modernity and Northeast India",
    "description": "Interactive reading companion: Baral argues that British colonialism in Northeast India was not a monolithic story of conquest but a 'dynamic process' that collided with the region's dense geography, oral cultures, and fiercely independent hill communities—producing… Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/empires-backyard-companion.html",
    "tags": [
      "northeast india",
      "colonial modernity",
      "frontier & border",
      "missionaries",
      "postcolonial theory",
      "identity politics"
    ]
  },
  {
    "id": "BS112",
    "title": "Fascism in India",
    "description": "Interactive reading companion: Sabastian's central provocation is in her title. She does not argue that India merely 'imported' Italian Fascism or German Nazism, nor that Hindutva must be measured against a European ideal type it never quite reaches. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/fascism-in-india-companion.html",
    "tags": [
      "hindutva",
      "fascism",
      "political theory",
      "race & caste",
      "sovereignty",
      "south asia"
    ]
  },
  {
    "id": "BS113",
    "title": "Violent Fraternity: Indian Political Thought in the Global Age",
    "description": "Interactive reading companion: Kapila reads India's most famous political actors — Tilak, Gandhi, Savarkar, Ambedkar, Iqbal, the Ghadar insurgents and Patel — not as strategists or partisans but as original political thinkers, and asks what they thought about a single… Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/indian-political-thought-companion.html",
    "tags": [
      "political thought",
      "violence & sovereignty",
      "anticolonial india",
      "intellectual history",
      "nationalism",
      "south asia"
    ]
  },
  {
    "id": "BS114",
    "title": "Islam in South Asia: A Short History",
    "description": "Interactive reading companion: Malik rejects the familiar story of a monolithic \"Islam in India\" that arrives by fire and sword, enjoys a golden age, and then declines into fanaticism. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/islam-in-south-asia-companion.html",
    "tags": [
      "south asian islam",
      "cultural history",
      "islamicate",
      "communalism",
      "sufism",
      "colonialism & partition"
    ]
  },
  {
    "id": "BS115",
    "title": "Jinnealogy: Time, Islam, and Ecological Thought in the Medieval Ruins of Delhi",
    "description": "Interactive reading companion: At Firoz Shah Kotla, a ruined fourteenth-century Tughlaq palace in the heart of Delhi, thousands of people — Hindu and Muslim, and disproportionately women and the poor — gather each Thursday to petition jinn-saints: spirits made of… Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/jinnealogy-companion.html",
    "tags": [
      "anthropology of islam",
      "urban south asia",
      "memory & partition",
      "ecology & the sacred",
      "ethics",
      "delhi"
    ]
  },
  {
    "id": "BS116",
    "title": "Majoritarianism in India: Roots and Consequences",
    "description": "Interactive reading companion: Gaya's central claim is that the strident, Islamophobic nationalism now inescapable in Indian public life is neither new nor accidental. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/majoritarianism-in-india-companion.html",
    "tags": [
      "majoritarianism",
      "partition",
      "secularism",
      "federalism",
      "minority rights",
      "hindutva"
    ]
  },
  {
    "id": "BS117",
    "title": "Meat-eating in India: Whose food, whose politics, and whose rights?",
    "description": "Interactive reading companion: Sathyamala argues that the popular image of India as a vegetarian nation is a myth manufactured largely under colonial rule and sustained by an upper-caste minority. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/meat-eating-in-india-companion.html",
    "tags": [
      "caste",
      "beef ban",
      "vegetarianism",
      "ambedkar & gandhi",
      "structural violence",
      "dalit assertion"
    ]
  },
  {
    "id": "BS118",
    "title": "Muslim Zion",
    "description": "Interactive reading companion: Faisal Devji reads Pakistan not as the homeland of an ethnic or territorial nation but as a state founded on an abstract political idea. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/muslim-zion-companion.html",
    "tags": [
      "pakistan",
      "nationalism",
      "political theory",
      "partition",
      "islam & state",
      "zionism"
    ]
  },
  {
    "id": "BS119",
    "title": "Encyclopedia of New Populism and Responses in the 21st Century",
    "description": "Interactive reading companion: This is not a single-argument monograph but a Springer reference work: over two hundred short scholarly entries, contributed by international scholars and coordinated largely at CHRIST University, Bangalore, and grouped into ten thematic… Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/new-populism-companion.html",
    "tags": [
      "populism",
      "democracy",
      "political economy",
      "south asia",
      "media & culture",
      "neoliberalism"
    ]
  },
  {
    "id": "BS120",
    "title": "Panthers in Parliament",
    "description": "Interactive reading companion: In the late 1990s a militant Dalit movement in Tamil Nadu, the Viduthalai Chiruthaigal (Liberation Panthers), abandoned its boycott of elections and reinvented itself as a political party, the Viduthalai Chiruthaigal Katchi (VCK). Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/panthers-in-parliament-companion.html",
    "tags": [
      "dalit politics",
      "caste",
      "social movements",
      "tamil nadu",
      "institutionalization",
      "ethnography"
    ]
  },
  {
    "id": "BS121",
    "title": "Prophets Facing Backward",
    "description": "Interactive reading companion: Meera Nanda argues that two movements that appear to be political opposites in India — the postmodernist, ecofeminist, postcolonial 'new social movements' on the left, and the Hindu nationalist (Hindutva) movement on the right — share a… Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/prophets-facing-backward-companion.html",
    "tags": [
      "science & society",
      "hindu nationalism",
      "postmodernism",
      "secularism",
      "enlightenment",
      "caste & science"
    ]
  },
  {
    "id": "BS122",
    "title": "Queering Digital India",
    "description": "Interactive reading companion: This edited collection maps what the editors call the 'entanglements between digital technologies, nationalism, neoliberalism and sexual subjectivities in India'. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/queer-digital-india-companion.html",
    "tags": [
      "queer studies",
      "digital india",
      "hindu nationalism",
      "sexuality politics",
      "lgbtkhq",
      "south asia"
    ]
  },
  {
    "id": "BS123",
    "title": "Rules for Radicals",
    "description": "Interactive reading companion: Alinsky wrote 'Rules for Radicals: A Practical Primer for Realistic Radicals' (1971) as the mirror image of Machiavelli's The Prince: 'The Prince was written by Machiavelli for the Haves on how to hold power. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/rules-for-radicals-companion.html",
    "tags": [
      "community organizing",
      "power",
      "tactics",
      "social movements",
      "political strategy"
    ]
  },
  {
    "id": "BS124",
    "title": "Hindutva and Violence",
    "description": "Interactive reading companion: This is an academic intellectual history, not a polemic and not an endorsement. Vinayak Chaturvedi — a professional historian who happens to have been named 'Vinayak' after Savarkar by one of the doctor-conspirators in Gandhi's murder —… Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/savarkar-chaturvedi-companion.html",
    "tags": [
      "hindutva",
      "intellectual history",
      "v.d. savarkar",
      "nationalism",
      "history & method",
      "south asia"
    ]
  },
  {
    "id": "BS125",
    "title": "The Sea, Subalternity, and the Sundarbans",
    "description": "Interactive reading companion: This is a journal article (Contemporary South Asia, 2026), not a book — an ethnographic study built on fieldwork with the Munda and Oraon Scheduled-Tribe communities of Kakdwip in the Indian Sundarbans. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/sea-subalternity-sundarbans-companion.html",
    "tags": [
      "sundarbans",
      "amphibious anthropology",
      "subalternity",
      "sea & seascape",
      "indigenous communities",
      "climate & ecology"
    ]
  },
  {
    "id": "BS126",
    "title": "The Limits of Tolerance: Indian Secularism and the Politics of Religious Freedom",
    "description": "Interactive reading companion: Indian public life takes it for granted that the subcontinent possesses distinctive indigenous traditions of 'tolerance' that must ground any workable secularism. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/secularism-adcock-companion.html",
    "tags": [
      "secularism",
      "religious freedom",
      "caste",
      "arya samaj",
      "colonial history",
      "ritual-politics"
    ]
  },
  {
    "id": "BS127",
    "title": "Shadows at Noon",
    "description": "Interactive reading companion: Chatterji rejects the standard story in which the partitions of 1947 and 1971 sent India, Pakistan and Bangladesh 'flying off to distant corners of the universe'. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/shadows-at-noon-companion.html",
    "tags": [
      "south asian history",
      "partition",
      "nation-building",
      "citizenship",
      "caste & food",
      "migration"
    ]
  },
  {
    "id": "BS128",
    "title": "Women in India: Exploring Work, Life, and Freedom",
    "description": "Interactive reading companion: This edited volume asks a deceptively simple question: after nearly eight decades of Independence, how far have the lives of Indian women actually improved, and how much of the visible progress is real gain versus, in the editors' word, a… Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/women-in-india-companion.html",
    "tags": [
      "gender studies",
      "women in india",
      "feminist theory",
      "labour & health",
      "caste & intersectionality",
      "south asia"
    ]
  },
  {
    "id": "before-we-fall-apart-lab",
    "title": "Before We Fall Apart — Conflict-Preparedness Studio",
    "description": "A group conflict-preparedness studio: build the capacity to repair before you rupture. Draft shared agreements, name tripwires and needs, agree a rupture-to-repair protocol, map accountability pods, and export a shared relational charter. Capstone for the Nonviolence in Practice flagship.",
    "url": "/Labs/before-we-fall-apart-lab.html",
    "type": "lab",
    "category": "Interactive Labs",
    "tags": [
      "interactive",
      "practice",
      "tools",
      "transformative justice",
      "restorative justice",
      "conflict",
      "repair",
      "accountability",
      "NVC"
    ]
  },
  {
    "id": "BS129",
    "title": "The Backstage of Democracy",
    "description": "Interactive reading companion: Over the last decade India's election campaigns have been transformed by pollsters, 'big data' analysts, spin doctors, PR experts, social media volunteers and a wholly new industry of political consultants. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/backstage-of-democracy-companion.html",
    "tags": [
      "election campaigns",
      "political consulting",
      "party organisation",
      "new middle class",
      "political communication",
      "indian democracy"
    ]
  },
  {
    "id": "BS130",
    "title": "Make Me a Man!",
    "description": "Interactive reading companion: Banerjee argues that Hindu nationalism (Hindutva) is a deeply gendered project organized around 'armed masculinity' — the idea that a nation proves itself through martial strength, aggression, and the willingness to strike back. Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/make-me-a-man-companion.html",
    "tags": [
      "masculinity",
      "hindutva",
      "gender & nation",
      "communalism",
      "feminism",
      "south asia"
    ]
  },
  {
    "id": "BS131",
    "title": "The Many Lives of Syeda X",
    "description": "Interactive reading companion: Neha Dixit spent nearly nine years and some 900 interviews reconstructing the life of one woman she calls Syeda X: a Banarasi weaver's wife who fled communal riots to Delhi in 1995 and, over roughly thirty years, worked more than fifty… Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/many-lives-of-syeda-x-companion.html",
    "tags": [
      "informal labour",
      "gender & work",
      "communal violence",
      "urban migration",
      "caste",
      "south asia"
    ]
  },
  {
    "id": "BS132",
    "title": "Negotiating the Urban Margins",
    "description": "Interactive reading companion: Odisha's Land Rights to Slum Dwellers Act (2017) and the JAGA Mission were hailed as a pioneering model: instead of demolishing slums, the state would grant in-situ land titles to residents of 'tenable' slums and channel participation… Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/negotiating-urban-margins-companion.html",
    "tags": [
      "urban land",
      "slum titling",
      "jaga mission",
      "associational politics",
      "odisha",
      "participatory governance"
    ]
  },
  {
    "id": "BS133",
    "title": "Realising Rights: A Handbook of Welfare in India",
    "description": "Interactive reading companion: This edited handbook maps India's welfare architecture programme by programme, from its constitutional moorings in the Directive Principles of State Policy (DPSP), through the rights-based legislative surge of the 2000s (right to food,… Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/csie-welfare-handbook-companion.html",
    "tags": [
      "social protection",
      "welfare rights",
      "entitlements",
      "public systems",
      "new welfarism",
      "south asia"
    ]
  },
  {
    "id": "DV007",
    "title": "The wage that ran to stand still",
    "description": "An independent data investigation into India's MGNREGA wage — roughly quadrupled on paper since 2006, barely moved in real terms because it is indexed only to prices, and now below the state minimum wage across much of the country. Built from Ministry of Rural Development notified rates and Labour Bureau CPI-AL.",
    "type": "data-dive",
    "category": "Data Dives",
    "url": "/DataDives/the-wage-that-ran-to-stand-still.html",
    "tags": [
      "mgnrega",
      "wages",
      "rural employment",
      "inflation",
      "minimum wage",
      "labour",
      "india"
    ]
  },
  {
    "id": "DD017",
    "title": "Water, Sanitation, and the Behaviour Gap",
    "description": "Why toilets get built and not used, why open defecation persisted in India even among households with latrines, and what actually changes behaviour — a curated reading list on WASH and sanitation in South Asia, from measurement through Swachh Bharat.",
    "type": "deep-dive",
    "category": "Deep Dives",
    "url": "/DeepDives/water-sanitation-behaviour-gap.html",
    "tags": [
      "wash",
      "sanitation",
      "open-defecation",
      "swachh-bharat",
      "behaviour-change",
      "public-health",
      "india"
    ]
  },
  {
    "id": "MAP-home",
    "title": "Maps — Interactive Ecosystem & Content Maps",
    "description": "Interactive, draggable maps from ImpactMojo: a topic constellation of everything on the platform, and an illustrative map of who funds Indian school education.",
    "type": "page",
    "category": "Maps",
    "url": "/maps/",
    "tags": [
      "maps",
      "visualization",
      "network",
      "ecosystem",
      "interactive"
    ]
  },
  {
    "id": "MAP-content",
    "title": "Content Map — How ImpactMojo Connects",
    "description": "An interactive topic map of everything on ImpactMojo, built live from the search index. Each node is a theme; click any topic to see the courses, dives, games and readings behind it.",
    "type": "page",
    "category": "Maps",
    "url": "/maps/content-map.html",
    "tags": [
      "maps",
      "topics",
      "discovery",
      "network",
      "visualization",
      "interactive"
    ]
  },
  {
    "id": "MAP-csr",
    "title": "CSR in India — The Money and Where It Goes",
    "description": "An interactive, data-backed map of India's corporate CSR — ₹34,909 crore in FY2023-24, the sectors it flows into (health, education, environment, rural), and the ten biggest corporate spenders. Real figures from public disclosures; node size = rupees.",
    "type": "page",
    "category": "Maps",
    "url": "/maps/csr-india.html",
    "tags": [
      "maps",
      "csr",
      "corporate-social-responsibility",
      "philanthropy",
      "funding",
      "india",
      "public-finance",
      "data"
    ]
  },
  {
    "id": "MAP-funding",
    "title": "Funding Map — Who Funds Indian School Education",
    "description": "An interactive, illustrative map of who funds and runs what in Indian school education — corporate foundations, philanthropies, NGOs, and the government systems they converge on. Built from publicly documented relationships.",
    "type": "page",
    "category": "Maps",
    "url": "/maps/funding-map.html",
    "tags": [
      "maps",
      "csr",
      "philanthropy",
      "education",
      "funding",
      "ngo",
      "india",
      "ecosystem"
    ]
  },
  {
    "id": "MARG-theory-of-change",
    "title": "The Theory of Change — Marginalia",
    "description": "A cartoon essay: the logic-model industry (theory of change, logframe, results framework, the arrow from input to impact) answered by the field that has to deliver it, each with cited evidence.",
    "type": "special",
    "category": "Marginalia",
    "url": "/specials/the-theory-of-change/",
    "tags": [
      "Marginalia",
      "Cartoon Essay",
      "Development Sector",
      "Theory of Change",
      "Logframe",
      "Monitoring and Evaluation"
    ]
  },
  {
    "id": "BS134",
    "title": "Dalit Feminist Discourse: Voices in Dalit Writings",
    "description": "Interactive reading companion: This is an edited anthology, not a monograph: eighteen contributors, framed by editors Charu Arya and Nabanita Deka (with a Foreword by Delhi University's Raj Kumar), read a wide field of Dalit writing to build what the editors call a… Chapter navigation, key concepts, a practitioner toolkit and an AI Q&A.",
    "type": "book-summary",
    "category": "Reading Companions",
    "url": "/BookSummaries/dalit-feminist-discourse-companion.html",
    "tags": [
      "dalit feminism",
      "caste & gender",
      "intersectionality",
      "brahmanical patriarchy",
      "dalit women's writing",
      "anti-caste thought"
    ]
  }
]