- ID:
air-quality/agricultural-burning-air-quality-south-asia - Status:
scoped - Domain:
air-quality,public-health - Region:
south-asia - Source: problem-packs/air-quality/agricultural-burning-air-quality-south-asia
Build a verified workflow for linking satellite-detected agricultural residue burning to ground-level PM2.5 concentrations and respiratory health outcomes in the Indo-Gangetic Plain, with explicit source-apportionment methodology and non-burning confound controls.
- ID:
air-quality/indoor-air-pollution-sub-saharan-africa - Status:
scoped - Domain:
air-quality,public-health - Region:
sub-saharan-africa - Source: problem-packs/air-quality/indoor-air-pollution-sub-saharan-africa
Build a verified workflow for estimating household-level indoor PM2.5 exposure from solid fuel cooking in Sub-Saharan Africa, linking fuel-type surveys, kitchen-ventilation data, and modeled exposure at sub-national scale.
- ID:
air-quality/pm25-monitoring-south-asia - Status:
scoped - Domain:
air-quality,public-health - Region:
south-asia - Source: problem-packs/air-quality/pm25-monitoring-south-asia
Build a verified workflow for identifying where PM2.5 monitoring gaps produce the largest health-burden uncertainty in South Asia, and where low-cost sensor networks or satellite-derived estimates could fill the highest-priority gaps.
- ID:
air-quality/wildfire-smoke-health-global - Status:
scoped - Domain:
air-quality,public-health,climate-health - Region:
global - Source: problem-packs/air-quality/wildfire-smoke-health-global
Build a verified workflow for estimating wildfire-smoke-specific PM2.5 exposure and respiratory health impact in fire-prone regions, linking satellite-derived smoke plumes, chemical-transport model composition, ground-monitor PM2.5, and health-utilization data with explicit exposure-validation methodology and non-smoke PM2.5 confound controls.
- ID:
biodiversity/coral-bleaching-great-barrier-reef - Status:
scoped - Domain:
biodiversity,climate-health - Region:
great-barrier-reef - Source: problem-packs/biodiversity/coral-bleaching-great-barrier-reef
Build a verified workflow for satellite-based coral bleaching detection and reef recovery tracking in the Great Barrier Reef, linking thermal stress data to observed bleaching severity and subsequent recovery or mortality.
- ID:
biodiversity/deforestation-amazon - Status:
scoped - Domain:
biodiversity,climate-health - Region:
amazon - Source: problem-packs/biodiversity/deforestation-amazon
Build a verified workflow linking satellite-based deforestation detection to species-range loss risk in the Amazon basin, separating verified habitat-loss signals from unverified extinction-risk claims.
- ID:
biodiversity/grassland-degradation-central-asia - Status:
scoped - Domain:
biodiversity,food-security - Region:
central-asia - Source: problem-packs/biodiversity/grassland-degradation-central-asia
Build a verified workflow for detecting grassland degradation from satellite vegetation indices and linking degradation signals to pastoral livelihood outcomes in Central Asia, with explicit NDVI-trend methodology, climate-variability disambiguation, and ground-validation documentation.
- ID:
biodiversity/mangrove-loss-south-east-asia - Status:
scoped - Domain:
biodiversity,climate-adaptation,disaster-resilience - Region:
south-east-asia - Source: problem-packs/biodiversity/mangrove-loss-south-east-asia
Build a verified workflow for linking satellite-detected mangrove deforestation to quantified coastal-protection service loss in Southeast Asia, with explicit deforestation-driver documentation, storm-surge attenuation methodology, and remaining-mangrove threat assessment.
- ID:
biodiversity/pollinator-decline-agriculture-global - Status:
scoped - Domain:
biodiversity,food-security - Region:
global - Source: problem-packs/biodiversity/pollinator-decline-agriculture-global
Build a verified workflow for estimating crop-pollination service risk from satellite-derived habitat-change indicators in LMIC agricultural regions, with explicit documentation of pollinator-monitoring data gaps and crop-pollination-dependence classification limitations.
- ID:
biodiversity/wetland-loss-migratory-birds-global - Status:
scoped - Domain:
biodiversity,climate-health - Region:
global - Source: problem-packs/biodiversity/wetland-loss-migratory-birds-global
Build a verified workflow for linking satellite-detected wetland loss at specific stopover sites along major migratory flyways to waterbird population trends, with explicit wetland-bird linkage methodology, flyway-scale data-coverage assessment, and multi-threat attribution documentation.
- ID:
climate-adaptation/climate-resilient-seeds-global - Status:
scoped - Domain:
climate-adaptation,food-security - Region:
global - Source: problem-packs/climate-adaptation/climate-resilient-seeds-global
Build a verified workflow for mapping climate-resilient seed availability and estimating adoption gaps in smallholder agriculture, with explicit seed-system barrier classification, on-farm-yield-gap documentation, and farmer-preference context.
- ID:
climate-adaptation/heat-early-warning-systems-global - Status:
scoped - Domain:
climate-adaptation,public-health - Region:
global - Source: problem-packs/climate-adaptation/heat-early-warning-systems-global
Build a verified workflow for mapping heat early warning system coverage and estimating mortality-reduction effectiveness in LMICs, with explicit documentation of mortality-data quality, climate-trend adjustment, and the distinction between system existence and demonstrated effectiveness.
- ID:
climate-adaptation/sea-level-rise-small-islands - Status:
scoped - Domain:
climate-adaptation,disaster-resilience - Region:
small-island-developing-states - Source: problem-packs/climate-adaptation/sea-level-rise-small-islands
Build a verified workflow for assessing where sea-level rise, coastal erosion, and storm-surge compound to create the highest exposure in Small Island Developing States, supporting adaptation prioritization without overstating the precision of local SLR projections.
- ID:
climate-adaptation/urban-green-space-cooling-global - Status:
scoped - Domain:
climate-adaptation,climate-health - Region:
global - Source: problem-packs/climate-adaptation/urban-green-space-cooling-global
Build a verified workflow for mapping urban green-space distribution and estimating cooling effects and heat-mortality reduction potential in LMIC cities, with explicit satellite-to-ground temperature validation, green-space-type differentiation, and informal-settlement vulnerability documentation.
- ID:
climate-health/air-pollution-source-attribution-global - Status:
scoped - Domain:
climate-health,air-quality - Region:
global - Source: problem-packs/climate-health/air-pollution-source-attribution-global
Build a verified workflow for attributing ambient PM2.5 to source sectors and estimating sector-specific health impacts in LMIC megacities, with explicit apportionment-methodology documentation, ground-monitor sparsity assessment, and the distinction between published and borrowed source-attribution data.
- ID:
climate-health/cold-spell-mortality-global - Status:
scoped - Domain:
climate-health,public-health - Region:
global - Source: problem-packs/climate-health/cold-spell-mortality-global
Build a verified workflow for mapping cold-spell mortality risk and heating-access vulnerability in LMICs, with explicit documentation of temperature-mortality extrapolation assumptions from high-income countries, housing-quality proxy limitations, and altitude-related cold-exposure contexts.
- ID:
climate-health/dengue-heat-vietnam - Status:
scoped - Domain:
climate-health,public-health - Region:
vietnam - Source: problem-packs/climate-health/dengue-heat-vietnam
Build a verified workflow for assessing where climate, water infrastructure, mobility, and dengue surveillance signals may support earlier district-level dengue risk review in Viet Nam.
- ID:
climate-health/dust-storm-health-global - Status:
scoped - Domain:
climate-health,air-quality - Region:
global - Source: problem-packs/climate-health/dust-storm-health-global
Build a verified workflow for mapping dust-storm PM10 exposure and estimating respiratory health impact in LMIC arid and semi-arid regions, with explicit satellite-to-ground exposure validation, dust-source toxicology documentation, and non-dust PM10 confound controls.
- ID:
climate-health/heat-stress-urban-south-asia - Status:
scoped - Domain:
climate-health,public-health - Region:
south-asia - Source: problem-packs/climate-health/heat-stress-urban-south-asia
Build a verified workflow for identifying where urban heat island effects, wet-bulb temperature extremes, and population vulnerability create the highest heat-stress mortality risk in South Asian cities.
- ID:
climate-health/malaria-early-warning-africa - Status:
scoped - Domain:
climate-health,public-health - Region:
sub-saharan-africa - Source: problem-packs/climate-health/malaria-early-warning-africa
Build a verified workflow for identifying where rainfall, temperature, and vegetation signals may provide usable lead time for sub-national malaria early warning in Sub-Saharan Africa, without pretending that a model output replaces local operational judgment.
- ID:
disaster-resilience/climate-migration-south-asia - Status:
scoped - Domain:
disaster-resilience,climate-adaptation - Region:
south-asia - Source: problem-packs/disaster-resilience/climate-migration-south-asia
Build a verified workflow for detecting environmental-migration correlations at sub-national scale in South Asia using census migration data and satellite-derived environmental change, with explicit economic-confound controls, non-causal attribution caveats, and the distinction between adaptive and distress-driven migration.
- ID:
disaster-resilience/cyclone-early-warning-bangladesh - Status:
scoped - Domain:
disaster-resilience,climate-health - Region:
bangladesh - Source: problem-packs/disaster-resilience/cyclone-early-warning-bangladesh
Build a verified workflow for assessing where cyclone track forecasts, storm surge models, and population exposure data can improve evacuation decision timing in coastal Bangladesh without encouraging false-confidence evacuation orders.
- ID:
disaster-resilience/earthquake-vulnerability-nepal - Status:
scoped - Domain:
disaster-resilience - Region:
nepal - Source: problem-packs/disaster-resilience/earthquake-vulnerability-nepal
Build a verified workflow for assessing where building-stock vulnerability, population density, and seismic hazard create the highest earthquake mortality risk in Nepal at municipal scale.
- ID:
disaster-resilience/landslide-early-warning-south-asia - Status:
scoped - Domain:
disaster-resilience - Region:
south-asia - Source: problem-packs/disaster-resilience/landslide-early-warning-south-asia
Build a verified workflow for mapping landslide susceptibility and population exposure in the Himalayan region using satellite slope-stability data and rainfall-trigger models, with explicit InSAR limitations, rainfall-threshold methodology, and the distinction between susceptibility mapping and operational early warning.
- ID:
disaster-resilience/tsunami-early-warning-indian-ocean - Status:
scoped - Domain:
disaster-resilience - Region:
indian-ocean - Source: problem-packs/disaster-resilience/tsunami-early-warning-indian-ocean
Build a verified workflow for measuring tsunami early warning system coverage and community preparedness in Indian Ocean countries.
- ID:
disaster-resilience/urban-flooding-south-asia - Status:
scoped - Domain:
disaster-resilience,climate-adaptation - Region:
south-asia - Source: problem-packs/disaster-resilience/urban-flooding-south-asia
Build a verified workflow for mapping neighborhood-scale pluvial flooding risk in South Asian megacities using satellite-derived impervious-surface data, drainage-capacity assessment, and extreme-rainfall analysis, with explicit documentation of drainage-data limitations, informal-settlement context, and the risk of flood maps being used for eviction rather than infrastructure investment.
- ID:
disaster-resilience/volcanic-ash-aviation-global - Status:
scoped - Domain:
disaster-resilience - Region:
global - Source: problem-packs/disaster-resilience/volcanic-ash-aviation-global
Build a verified workflow for mapping volcanic ash detection capability and ash-concentration forecast accuracy along aviation routes, with explicit satellite detection limitations, eruption-source parameter uncertainty, and regional monitoring-network coverage assessment.
- ID:
education/digital-divide-school-access-global - Status:
scoped - Domain:
education - Region:
global - Source: problem-packs/education/digital-divide-school-access-global
Build a verified workflow for mapping school-level internet connectivity and digital-divide gaps at sub-national scale in low-income countries, with explicit connectivity-classification methodology documentation, data-currency assessment, and the distinction between connectivity existence and verified digital-learning use.
- ID:
education/early-childhood-development-global - Status:
scoped - Domain:
education,public-health - Region:
global - Source: problem-packs/education/early-childhood-development-global
Build a verified workflow for mapping early childhood development outcomes and intervention-coverage gaps at sub-national scale in LMICs, with explicit MICS ECDI instrument limitations, preschool-quality variation documentation, and the distinction between intervention coverage and verified developmental impact.
- ID:
education/girls-education-sub-saharan-africa - Status:
scoped - Domain:
education - Region:
sub-saharan-africa - Source: problem-packs/education/girls-education-sub-saharan-africa
Build a verified workflow for identifying where secondary school enrollment and retention gaps for adolescent girls are largest in Sub-Saharan Africa, linking household survey data, school-access data, and barrier typology at sub-national scale.
- ID:
education/learning-loss-post-pandemic - Status:
scoped - Domain:
education - Region:
global - Source: problem-packs/education/learning-loss-post-pandemic
Build a verified workflow for measuring and tracking post-pandemic learning loss in low-income countries where standardized assessment data is sparse, without overstating the precision of reconstructed learning estimates.
- ID:
education/school-feeding-coverage-global - Status:
scoped - Domain:
education,food-security - Region:
global - Source: problem-packs/education/school-feeding-coverage-global
Build a verified workflow for mapping school feeding program coverage and estimating nutritional impact at sub-national scale in low-income countries, with explicit coverage-data limitations, meal-quality variation documentation, and the distinction between program existence and verified nutritional impact.
- ID:
education/skills-training-youth-employment-global - Status:
scoped - Domain:
education - Region:
global - Source: problem-packs/education/skills-training-youth-employment-global
Build a verified workflow for mapping youth skills-training availability and estimating employment-outcome effectiveness at sub-national scale in LMICs, with explicit training-provider data fragmentation documentation, employment-outcome tracking limitations, and the distinction between training enrollment and verified employment impact.
- ID:
education/teacher-quality-distribution-global - Status:
scoped - Domain:
education - Region:
global - Source: problem-packs/education/teacher-quality-distribution-global
Build a verified workflow for mapping teacher-qualification distribution and deployment-equity gaps at sub-national scale in low-income countries, with explicit EMIS data-quality documentation, qualification-proxy limitations, and the distinction between teacher presence and teaching effectiveness.
- ID:
energy-access/clean-cooking-sub-saharan-africa - Status:
scoped - Domain:
energy-access,public-health - Region:
sub-saharan-africa - Source: problem-packs/energy-access/clean-cooking-sub-saharan-africa
Build a verified workflow for identifying where household air pollution from solid fuel cooking creates the highest disease burden and where adoption of clean cooking solutions faces the most tractable barriers.
- ID:
energy-access/clean-energy-financing-global - Status:
scoped - Domain:
energy-access,climate-adaptation - Region:
global - Source: problem-packs/energy-access/clean-energy-financing-global
Build a verified workflow for mapping clean energy financing gaps at sub-national scale in low-income countries, with explicit investment-flow data limitations, financing-structure barrier documentation, and the distinction between financing volume and financing access.
- ID:
energy-access/cooking-standards-compliance-global - Status:
scoped - Domain:
energy-access,public-health - Region:
global - Source: problem-packs/energy-access/cooking-standards-compliance-global
Build a verified workflow for assessing clean-cooking stove standards compliance and laboratory-to-field performance gaps, with explicit ISO/IWA standards documentation, field-performance measurement methodology, and the distinction between laboratory and verified field performance.
- ID:
energy-access/mini-grid-rural-sub-saharan-africa - Status:
scoped - Domain:
energy-access - Region:
sub-saharan-africa - Source: problem-packs/energy-access/mini-grid-rural-sub-saharan-africa
Build a verified workflow for identifying where solar-hybrid mini-grids are technically and economically viable for rural electrification, linking settlement data, solar resource, demand estimates, and cost data at sub-national scale.
- ID:
energy-access/productive-use-energy-global - Status:
scoped - Domain:
energy-access,food-security - Region:
global - Source: problem-packs/energy-access/productive-use-energy-global
Build a verified workflow for mapping the gap between electricity access and productive use in agricultural value chains at sub-national scale in LMICs, with explicit mini-grid customer data limitations, agricultural value-chain specificity, and the distinction between electricity availability and verified productive use.
- ID:
energy-access/renewable-energy-grid-integration-global - Status:
scoped - Domain:
energy-access,climate-adaptation - Region:
global - Source: problem-packs/energy-access/renewable-energy-grid-integration-global
Build a verified workflow for identifying where grid infrastructure, regulatory, and financial bottlenecks prevent renewable energy integration in LMICs, linking grid-capacity data, renewable-resource data, and investment-flow data at national and sub-national scale.
- ID:
food-safety/aflatoxin-exposure-sub-saharan-africa - Status:
scoped - Domain:
food-safety,public-health,food-security - Region:
sub-saharan-africa - Source: problem-packs/food-safety/aflatoxin-exposure-sub-saharan-africa
Build a verified workflow for mapping where aflatoxin contamination of maize and groundnuts exceeds Codex limits at sub-national scale, linking mycotoxin test data, climate suitability models, and post-harvest practice surveys to identify the highest-leverage intervention districts.
- ID:
food-security/crop-yield-gap-sub-saharan-africa - Status:
scoped - Domain:
food-security,climate-adaptation - Region:
sub-saharan-africa - Source: problem-packs/food-security/crop-yield-gap-sub-saharan-africa
Build a verified workflow for measuring the gap between actual and attainable crop yields for smallholder farmers, linking satellite-derived yield estimates, soil data, and climate data at sub-national scale.
- ID:
food-security/drought-early-warning-horn-of-africa - Status:
scoped - Domain:
food-security,disaster-resilience - Region:
east-africa - Source: problem-packs/food-security/drought-early-warning-horn-of-africa
Build a verified workflow for assessing where rainfall, vegetation, and market-price signals provide usable lead time for food insecurity early warning in the Horn of Africa.
- ID:
food-security/fertilizer-access-sub-saharan-africa - Status:
scoped - Domain:
food-security - Region:
sub-saharan-africa - Source: problem-packs/food-security/fertilizer-access-sub-saharan-africa
Build a verified workflow for mapping fertilizer access gaps and soil nutrient depletion at sub-national scale in SSA smallholder farming systems, with explicit fertilizer-use data limitations, distribution-infrastructure barriers, and soil-specific response variability documentation.
- ID:
food-security/fisheries-overexploitation-west-africa - Status:
scoped - Domain:
food-security,biodiversity - Region:
west-africa - Source: problem-packs/food-security/fisheries-overexploitation-west-africa
Build a verified workflow for detecting overexploitation of small-scale fisheries in West Africa using satellite vessel-monitoring data, catch-reconstruction estimates, and coastal-community livelihood data.
- ID:
food-security/food-loss-postharvest-sub-saharan-africa - Status:
scoped - Domain:
food-security - Region:
sub-saharan-africa - Source: problem-packs/food-security/food-loss-postharvest-sub-saharan-africa
Build a verified workflow for mapping postharvest food loss at sub-national scale in SSA, with explicit loss-estimation methodology documentation, crop-specific loss data, and the distinction between modeled estimates and verified household-level measurement.
- ID:
food-security/livestock-disease-surveillance-east-africa - Status:
scoped - Domain:
food-security,public-health - Region:
east-africa - Source: problem-packs/food-security/livestock-disease-surveillance-east-africa
Build a verified workflow for detecting livestock disease outbreaks and estimating pastoralist livelihood risk in East Africa, linking syndromic surveillance data, satellite-derived forage conditions, and market-price anomalies.
- ID:
food-security/locust-outbreak-east-africa - Status:
scoped - Domain:
food-security,climate-health - Region:
east-africa - Source: problem-packs/food-security/locust-outbreak-east-africa
Build a verified workflow for assessing where vegetation, soil moisture, and wind signals can improve desert locust outbreak early warning in East Africa at sub-national scale, without conflating a model alert with a control operation order.
- ID:
food-security/urban-food-deserts-global - Status:
scoped - Domain:
food-security,public-health - Region:
global - Source: problem-packs/food-security/urban-food-deserts-global
Build a verified workflow for mapping urban food deserts and fresh-food access gaps in LMIC cities, linking market-location data, food-price data, and population data.
- ID:
occupational-health/heat-stress-outdoor-workers-global - Status:
scoped - Domain:
occupational-health,climate-health,public-health - Region:
global - Source: problem-packs/occupational-health/heat-stress-outdoor-workers-global
Build a verified workflow for mapping occupational heat stress exposure and health outcomes among outdoor workers in low- and middle-income countries, linking wet-bulb globe temperature data, labor force distribution by industry, and health surveillance records to identify where worker protection interventions should be prioritized.
- ID:
public-health/alcohol-harm-reduction-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/alcohol-harm-reduction-global
Build a verified workflow for measuring alcohol taxation and marketing regulation relative to heavy episodic drinking prevalence in LMICs, linking STEPS survey data, policy-tracking data, and economic indicators.
- ID:
public-health/anemia-women-adolescents-global - Status:
scoped - Domain:
public-health,food-security - Region:
global - Source: problem-packs/public-health/anemia-women-adolescents-global
Build a verified workflow for measuring anemia prevalence and iron-folic-acid supplementation coverage in women and adolescent girls in LMICs.
- ID:
public-health/antimicrobial-resistance-surveillance-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/antimicrobial-resistance-surveillance-global
Build a verified workflow for measuring antimicrobial resistance surveillance gaps in LMICs, linking WHO GLASS data, national laboratory data, and antibiotic-consumption data at sub-national scale.
- ID:
public-health/birth-registration-access-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/birth-registration-access-global
Build a verified workflow for separating survey-based birth-registration coverage, administrative completeness, and certificate possession before using any sub-national gap or health-service linkage claim.
- ID:
public-health/blindness-vision-impairment-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/blindness-vision-impairment-global
Build a verified workflow for measuring avoidable blindness prevalence and cataract surgical coverage gaps in LMICs, linking RAAB survey data, eye-health workforce data, and facility-location data at sub-national scale.
Early Breastfeeding Initiation And Exclusive Breastfeeding Support Coverage Gaps In Low-Income Countries
- ID:
public-health/breastfeeding-support-coverage-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/breastfeeding-support-coverage-global
Build a verified workflow for measuring early breastfeeding initiation and exclusive breastfeeding support coverage gaps, linking DHS feeding-practice data, health-facility baby-friendly status, and maternity-protection policy data at sub-national scale.
- ID:
public-health/cervical-cancer-screening-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/cervical-cancer-screening-global
Build a verified workflow for measuring cervical cancer screening coverage and HPV vaccination gaps in LMICs, linking DHS cervical screening data and HPV vaccine-coverage data.
- ID:
public-health/child-labor-supply-chain-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/child-labor-supply-chain-global
Build a verified workflow for identifying where child labor risk is highest in agricultural supply chains, linking household-survey data, crop-production maps, and supply-chain traceability data at sub-national scale.
- ID:
public-health/child-mortality-inequality-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/child-mortality-inequality-global
Build a verified workflow for tracking sub-national inequality in under-five mortality rates in low-income countries, linking DHS mortality data, wealth-quintile disaggregation, and intervention-coverage data at district scale to identify where inequality is growing rather than shrinking.
- ID:
public-health/childhood-obesity-global - Status:
scoped - Domain:
public-health,food-security - Region:
global - Source: problem-packs/public-health/childhood-obesity-global
Build a verified workflow for measuring childhood obesity prevalence and healthy-food access gaps in urban LMICs.
- ID:
public-health/childhood-pneumonia-treatment-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/childhood-pneumonia-treatment-global
Build a verified workflow for measuring childhood pneumonia care-seeking and antibiotic-treatment access gaps, linking DHS care-seeking data and health-facility readiness data.
- ID:
public-health/conflict-health-service-disruption-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/conflict-health-service-disruption-global
Build a verified workflow for measuring health service disruption caused by armed conflict, linking conflict-event data, health-facility data, and service-utilization data in fragile and conflict-affected states.
- ID:
public-health/diabetes-care-access-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/diabetes-care-access-global
Build a verified workflow for measuring diabetes detection and insulin access gaps in LMICs, linking STEPS survey data and medicine-availability data.
- ID:
public-health/disability-access-barriers-global - Status:
scoped - Domain:
public-health,education - Region:
global - Source: problem-packs/public-health/disability-access-barriers-global
Build a verified workflow for measuring disability access barriers to health and education services in LMICs, linking disability-prevalence surveys, facility-accessibility data, and school-enrollment data at sub-national scale.
- ID:
public-health/drowning-prevention-south-asia - Status:
scoped - Domain:
public-health - Region:
south-asia - Source: problem-packs/public-health/drowning-prevention-south-asia
Build a verified workflow for measuring child drowning mortality risk and supervision gaps in South Asia, linking survey data, water-body mapping, and childcare-access data at sub-national scale.
- ID:
public-health/emergency-obstetric-transport-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/emergency-obstetric-transport-global
Build a verified workflow for measuring emergency obstetric transport access gaps, linking health-facility location data, road-network data, ambulance-registry data, and maternal-mortality data at sub-national scale.
- ID:
public-health/health-insurance-coverage-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/health-insurance-coverage-global
Build a verified workflow for measuring health insurance coverage and financial protection gaps.
- ID:
public-health/health-workforce-density-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/health-workforce-density-global
Build a verified workflow for measuring health workforce density and skill-mix gaps at sub-national scale in low-income countries, linking national health workforce registries, facility-staffing data, and population data to identify where worker shortages are most severe.
- ID:
public-health/hearing-loss-care-access-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/hearing-loss-care-access-global
Build a verified evidence base documenting the gap between hearing care need and service coverage in LMICs, with sub-national grain where data permits, to support national health ministries and WHO member states in allocating ear and hearing care resources under NCD budgets.
- ID:
public-health/hiv-treatment-cascade-global - Status:
scoped - Domain:
public-health - Region:
sub-saharan-africa - Source: problem-packs/public-health/hiv-treatment-cascade-global
Build a verified workflow for measuring the HIV treatment cascade at sub-national scale in Sub-Saharan Africa, linking HIV testing data, treatment-initiation records, and viral-load-suppression data from national programs and PEPFAR-supported sites.
- ID:
public-health/hypertension-control-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/hypertension-control-global
Build a verified workflow for measuring hypertension detection, treatment, and control gaps in LMICs, linking STEPS survey data and health-facility data.
- ID:
public-health/indigenous-health-data-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/indigenous-health-data-global
Build a verified workflow for measuring indigenous health service access gaps relative to non-indigenous populations, linking indigenous-identifier data, health-service utilization data, and community-health-facility data at sub-national scale while respecting indigenous data sovereignty principles.
- ID:
public-health/infectious-disease-surveillance-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/infectious-disease-surveillance-global
Build a verified workflow for measuring infectious disease surveillance timeliness and completeness, linking WHO IHR monitoring data and national surveillance data.
- ID:
public-health/informal-settlements-health-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/informal-settlements-health-global
Build a verified workflow for measuring health-service access gaps in informal settlements of LMIC cities, linking settlement-boundary maps, population data, and health-facility data at neighborhood scale.
- ID:
public-health/lead-exposure-urban-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/lead-exposure-urban-global
Build a verified workflow for identifying where legacy lead sources, industrial emissions, and informal recycling create elevated child blood lead levels in low- and middle-income country cities.
- ID:
public-health/malnutrition-elderly-global - Status:
scoped - Domain:
public-health,food-security - Region:
global - Source: problem-packs/public-health/malnutrition-elderly-global
Build a verified workflow for measuring elderly malnutrition prevalence and nutritional support access in low-income countries.
- ID:
public-health/maternal-mental-health-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/maternal-mental-health-global
Build a verified workflow for measuring perinatal maternal depression detection and care access gaps in low-income countries, linking DHS maternal-health data, mental-health service data, and community-health-worker data.
- ID:
public-health/maternal-mortality-sub-saharan-africa - Status:
scoped - Domain:
public-health - Region:
sub-saharan-africa - Source: problem-packs/public-health/maternal-mortality-sub-saharan-africa
Build a verified workflow for identifying where maternal mortality risk is highest and emergency obstetric care access is lowest in Sub-Saharan Africa, linking DHS delivery data, health facility location data, and travel-time estimates at sub-national scale.
- ID:
public-health/mental-health-treatment-gap-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/mental-health-treatment-gap-global
Build a verified workflow for measuring the mental health treatment gap — the proportion of people with mental disorders who receive no care — in low- and middle-income countries, linking prevalence surveys, health-system capacity data, and treatment-seeking behavior surveys.
- ID:
public-health/ncd-risk-factor-surveillance-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/ncd-risk-factor-surveillance-global
Build a verified workflow for measuring gaps in NCD risk factor surveillance coverage, linking STEPS survey frequency data and health-information-system data.
- ID:
public-health/neonatal-mortality-quality-care-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/neonatal-mortality-quality-care-global
Build a verified workflow for measuring neonatal mortality risk relative to inpatient newborn care quality, linking DHS neonatal mortality data, health-facility assessment data, and service-readiness indicators.
- ID:
public-health/ntd-mass-drug-administration-global - Status:
scoped - Domain:
public-health - Region:
sub-saharan-africa - Source: problem-packs/public-health/ntd-mass-drug-administration-global
Build a verified workflow for identifying where NTD mass drug administration coverage is lowest and disease persistence is highest, linking WHO PCT data, treatment registers, and disease-mapping data at district scale.
- ID:
public-health/obstetric-fistula-repair-access-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/obstetric-fistula-repair-access-global
Build a verified workflow for separating obstetric fistula repair backlog, incident prevention, and measurement artifacts so funders and maternal-newborn programs can decide where surgical repair capacity, referral strengthening, and prevalence measurement are each the right next move.
- ID:
public-health/oral-health-access-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/oral-health-access-global
Build a verified workflow for measuring oral health service access and dental workforce gaps in low-income countries, linking WHO oral health data and workforce registries.
- ID:
public-health/prison-health-tb-hiv-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/prison-health-tb-hiv-global
Build a verified workflow for measuring TB and HIV service gaps in prison populations in LMICs, linking prison-population data, TB and HIV prevalence studies in prisons, and health-service data.
- ID:
public-health/rabies-pep-access-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/rabies-pep-access-global
Build a verified workflow for distinguishing human rabies vaccine procurement from complete post-exposure prophylaxis access, including wound care, bite-risk triage, vaccine route, RIG or monoclonal access, reporting, and rural reach.
- ID:
public-health/refugee-health-access-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/refugee-health-access-global
Build a verified workflow for measuring refugee health service access gaps relative to host populations, linking UNHCR health data, national health-system data, and refugee-population data.
Road Traffic Injury Mortality Risk And Emergency Trauma Care Access In Low- And Middle-Income Countries
- ID:
public-health/road-traffic-injury-urban-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/road-traffic-injury-urban-global
Build a verified workflow for identifying where road traffic injury mortality risk is highest and trauma care access is lowest in LMIC cities, linking crash data, road-network data, and health-facility data at urban scale.
- ID:
public-health/sickle-cell-disease-sub-saharan-africa - Status:
scoped - Domain:
public-health - Region:
sub-saharan-africa - Source: problem-packs/public-health/sickle-cell-disease-sub-saharan-africa
Build a verified workflow for measuring the gap between sickle cell disease birth prevalence and newborn screening and treatment coverage, linking DHS sickle cell data, health-facility capacity, and penicillin-prophylaxis coverage at sub-national scale.
- ID:
public-health/snakebite-antivenom-access-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/snakebite-antivenom-access-global
Build a verified workflow for measuring snakebite envenoming mortality risk and antivenom access gaps, linking WHO snakebite data, health-facility antivenom stocking data, and agricultural-population maps at sub-national scale.
- ID:
public-health/stillbirth-measurement-quality-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/stillbirth-measurement-quality-global
Build a verified workflow for distinguishing stillbirth burden that is preventable during labor from burden that is merely counted late or not counted at all, linking household surveys, CRVS, and facility data in high-burden countries.
- ID:
public-health/stunting-sub-saharan-africa - Status:
scoped - Domain:
public-health,food-security - Region:
sub-saharan-africa - Source: problem-packs/public-health/stunting-sub-saharan-africa
Build a verified workflow for identifying where child stunting rates are highest and most persistent in Sub-Saharan Africa, linking nutrition survey data, food security indicators, and intervention coverage to support stunting reduction targeting.
Substandard And Falsified Medicine Detection And Surveillance Gaps In Low- And Middle-Income Countries
- ID:
public-health/substandard-falsified-medicines-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/substandard-falsified-medicines-global
Build a verified workflow for separating tested medicine-quality failure rates from untested assumptions, and for mapping where post-market surveillance gaps leave populations exposed to substandard and falsified medical products.
- ID:
public-health/surgical-care-access-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/surgical-care-access-global
Build a verified workflow for measuring essential surgical care access and surgical workforce gaps.
- ID:
public-health/tb-detection-treatment-gap-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/tb-detection-treatment-gap-global
Build a verified workflow for measuring the TB detection gap and treatment completion gap in high-burden countries, linking national TB program data, prevalence surveys, and private-sector care data at sub-national scale.
- ID:
public-health/tobacco-control-taxation-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/tobacco-control-taxation-global
Build a verified workflow for measuring tobacco taxation levels relative to smoking prevalence and cessation rates in LMICs, linking tax-policy data, prevalence surveys, and illicit-trade estimates at national and sub-national scale.
- ID:
public-health/vaccination-coverage-equity-global - Status:
scoped - Domain:
public-health - Region:
global - Source: problem-packs/public-health/vaccination-coverage-equity-global
Build a verified workflow for measuring sub-national vaccination coverage equity gaps, linking DHS and MICS immunization data, wealth-quintile disaggregation, and health-facility data to identify zero-dose children.
- ID:
public-health/wasting-severe-acute-sub-saharan-africa - Status:
scoped - Domain:
public-health,food-security - Region:
sub-saharan-africa - Source: problem-packs/public-health/wasting-severe-acute-sub-saharan-africa
Build a verified workflow for identifying where severe acute malnutrition wasting prevalence is highest and treatment coverage is lowest in Sub-Saharan Africa, linking nutrition survey data, health facility records, and community-based management programs at sub-national scale.
- ID:
sanitation/menstrual-health-management-global - Status:
scoped - Domain:
sanitation,education,public-health - Region:
global - Source: problem-packs/sanitation/menstrual-health-management-global
Build a verified workflow for measuring menstrual health management access gaps and their association with school attendance in low-income countries.
- ID:
sanitation/open-defecation-india - Status:
scoped - Domain:
sanitation,public-health - Region:
india - Source: problem-packs/sanitation/open-defecation-india
Build a verified workflow for assessing where sanitation coverage data, open-defecation surveys, and health outcome data conflict or align at district scale in India, supporting honest measurement of Swachh Bharat Mission outcomes.
- ID:
sanitation/plastic-waste-marine-global - Status:
scoped - Domain:
sanitation,biodiversity - Region:
global - Source: problem-packs/sanitation/plastic-waste-marine-global
Build a verified workflow for estimating plastic waste leakage into marine environments from coastal cities, linking waste-generation data, river-plume data, and marine-debris observations.
- ID:
sanitation/solid-waste-management-urban-south-asia - Status:
scoped - Domain:
sanitation,public-health - Region:
south-asia - Source: problem-packs/sanitation/solid-waste-management-urban-south-asia
Build a verified workflow for measuring municipal solid waste collection gaps and open-dumping health risk in South Asian cities, linking waste-generation estimates, collection-route data, and informal-sector recycling data at neighborhood scale.
- ID:
transport-safety/road-injury-data-lmics - Status:
scoped - Domain:
transport-safety,public-health - Region:
low-and-middle-income-countries,global - Source: problem-packs/transport-safety/road-injury-data-lmics
Build a verified, privacy-conscious workflow for measuring how much city road-injury burden is missed by police-only records and whether linked administrative data changes the prioritization of road blackspots, trauma capacity, or enforcement review.
- ID:
water-security/arsenic-groundwater-exposure-bangladesh - Status:
scoped - Domain:
water-security,public-health - Region:
bangladesh - Source: problem-packs/water-security/arsenic-groundwater-exposure-bangladesh
Build a verified workflow for mapping sub-national arsenic exposure risk and well-testing coverage gaps in Bangladesh, linking groundwater arsenic survey data, tube-well census data, and health-outcome data with explicit grain and method documentation.
- ID:
water-security/glacial-melt-hindu-kush - Status:
scoped - Domain:
water-security,climate-adaptation - Region:
hindu-kush-himalaya - Source: problem-packs/water-security/glacial-melt-hindu-kush
Build a verified workflow for assessing where glacial melt, snowpack decline, and precipitation change create the highest water-security risk in the Hindu Kush Himalaya river basins that supply 2 billion people downstream.
- ID:
water-security/groundwater-depletion-india - Status:
scoped - Domain:
water-security,food-security - Region:
india - Source: problem-packs/water-security/groundwater-depletion-india
Build a verified workflow for assessing where satellite gravimetry, well records, and agricultural demand data signal accelerating groundwater depletion in India at aquifer and district scale.
- ID:
water-security/transboundary-water-conflict-global - Status:
scoped - Domain:
water-security - Region:
global - Source: problem-packs/water-security/transboundary-water-conflict-global
Build a verified workflow for identifying where climate-driven water stress increases transboundary conflict risk, linking water-availability projections, upstream-downstream dependency data, and institutional-capacity data.
- ID:
water-security/wastewater-treatment-global - Status:
scoped - Domain:
water-security,public-health - Region:
global - Source: problem-packs/water-security/wastewater-treatment-global
Build a verified workflow for measuring wastewater treatment coverage gaps and waterborne disease risk.
- ID:
water-security/water-quality-monitoring-global - Status:
scoped - Domain:
water-security,public-health - Region:
global - Source: problem-packs/water-security/water-quality-monitoring-global
Build a verified workflow for identifying where drinking water quality monitoring is absent and fecal contamination risk is highest, linking JMP water-quality data, water-point mapping, and environmental risk factors at sub-national scale.