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GCRISociety and Human DevelopmentIn development
Released maps

Released maps

Maps of Society and Human Development are published here once their data rights are cleared and they have been reviewed. Each shows its time and space reference, its sources and its uncertainty.

Publisher
The Global Centre for Risk and Innovation
Field
Society and human development, Information and public trust
01In brief

The short answer.

Society and Human Development released maps are reviewed map views of society and human development, published once their data rights are cleared, each with its coordinate reference, date, sources and uncertainty. Layers draw on sources such as World Bank Poverty and Inequality Platform. A map shows released, rights-cleared evidence, not a live feed or an official warning.

02Canvas

Scoping to review.

Canvas · scoping to reviewDesign, not a record
Released maps: from layers to a published mapLayers are ingested with their licences, reprojected and harmonised, analysed (overlay, zonal statistics, indices), checked for uncertainty and published as a map with its passport. Design of the process, not a record of a run.

Fig.A programme from scoping to the owner's decision. Design, not a record.

03Geography

People and exposure in World.

For released maps, in GCRI's spatial-intelligence reading, the map opens on population density and true-colour imagery with true colour from NASA GIBS, framed on World; every other NASA layer, live feed and forecast waits in the layer list.

The interactive map needs JavaScript; the layer list and sources are below.

Layers 2

People and exposure, for this page

Latest available

NASA GIBS / EOSDIS · ASTER GDEM (METI, NASA) · Blue Marble (NASA) · © OpenStreetMap contributors (ODbL) · Natural Earth

Loading the latest NASA imagery.

Drag to move. Ctrl or ⌘ and scroll, pinch or the buttons to zoom; hover for the values under the pointer; reset returns to the region.

For released maps, in GCRI's spatial-intelligence reading, the map opens on population density and true-colour imagery with true colour from NASA GIBS, framed on World; every other NASA layer, live feed and forecast waits in the layer list.Satellite and model products as NASA publishes them, each with its own date; indicators, not assessments of any place; claim ceiling INTEGRATED.

Data: NASA GIBS · ASTER GDEM · Blue Marble · © OpenStreetMap contributors · Natural Earth · Copernicus Sentinel-2 L2A · NASA HLS S30Sources and licences

  • We acknowledge the use of imagery provided by services from NASA's Global Imagery Browse Services (GIBS), part of NASA's Earth Science Data and Information System (ESDIS). Colours redrawn from the published colour map; values averaged into H3 cells where shown (modified). NASA open data
  • We acknowledge the use of imagery provided by services from NASA's Global Imagery Browse Services (GIBS), part of NASA's Earth Science Data and Information System (ESDIS). Colours redrawn from the published colour map; values averaged into H3 cells where shown (modified). NASA open data
  • Center for International Earth Science Information Network (CIESIN), Columbia University. 2018. Gridded Population of the World, Version 4 (GPWv4): Population Density, Revision 11. NASA Socioeconomic Data and Applications Center (SEDAC). Licensed under CC BY 4.0. Colours redrawn from the published colour map; values averaged into H3 cells where shown (modified). CC BY 4.0
  • VIIRS near-real-time products (flood, land surface temperature, snow cover, corrected reflectance), NASA LANCE; imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into H3 cells where shown (modified). NASA open data
  • MODIS land products (vegetation indices, gross primary production, land cover), NASA LP DAAC and LANCE; imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into H3 cells where shown (modified). NASA open data
  • ASTER GDEM is a product of METI and NASA (ASTER Global Digital Elevation Model V003, NASA LP DAAC); imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into H3 cells where shown (modified). NASA open data
  • Made with Natural Earth. Free vector and raster map data @ naturalearthdata.com. Public domain
  • © OpenStreetMap contributors (ODbL), via NASA GIBS (coastlines, boundaries, roads and place names). Colours redrawn from the published colour map; values averaged into H3 cells where shown (modified). ODbL
  • Blue Marble, NASA Earth Observatory; imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into H3 cells where shown (modified). NASA open data
  • Context on the globe and flat map: coastlines, boundaries, roads and place names from NASA GIBS reference layers (OpenStreetMap data, ODbL, © OpenStreetMap contributors); Blue Marble imagery as an optional base; 3D terrain and the elevation read-out from the ASTER GDEM elevation colour index (5 m to 200 m classes, exaggerated for legibility). Boundaries are drawn as published and imply no position on any territory.
  • Globe: MapLibre GL JS 6.9.1, BSD-3-Clause, © MapLibre contributors.
  • Observed (EO): Copernicus Sentinel-2 L2A (contains modified Copernicus Sentinel data 2026), Microsoft Planetary Computer
  • Observed (EO): NASA HLS S30 (contains modified Copernicus Sentinel data 2026). We acknowledge the use of imagery provided by services from NASA's Global Imagery Browse Services (GIBS), part of NASA's Earth Science Data and Information System (ESDIS).
  • Optional layers (35 sources in the layer list: live, forecast, observed and context) print their provider credit on the map and here when switched on; forecasts are model output and derived indices are estimates.

Layers and dates

  • Population density, 2020: Population: CIESIN, Columbia University, Gridded Population of the World v4.11 (2018), NASA SEDAC, CC BY 4.0 · static
  • True colour: VIIRS NOAA-20 corrected reflectance, NASA LANCE · 13 Oct 2026
  • Land cover type (IGBP), yearly: MODIS Terra and Aqua land cover (MCD12Q1), NASA LP DAAC · 2024
  • Enhanced vegetation index, rolling 8 days: MODIS Terra EVI, NASA LANCE · 13 Oct 2026
  • Vegetation greenness (NDVI), rolling 8 days: MODIS Terra NDVI, NASA LANCE · 13 Oct 2026
  • Land surface temperature, day, 8-day composite: VIIRS NOAA-20 Level 3, 8-day, NASA LANCE · 14 Sep 2026

04What is shown

Released, referenced and rights-cleared.

  • Time and space reference for every view.
  • Sources and licence.
  • Uncertainty and known limits.
  • Version and date of release.
05Indicators

What a released map in this field would carry.

IndicatorUnitCadenceEvidence labelTopic
Population below the international poverty linepercent of populationper surveyEstimatedPoverty and inequality
Multidimensional poverty headcountpercent of populationper surveyEstimatedPoverty and inequality
Gini index of income or consumptionindexper surveyEstimatedPoverty and inequality
Income share of the bottom forty percentpercent of total incomeper surveyEstimatedPoverty and inequality
Social protection coveragepercent of population covered by at least one benefitper assessmentOfficialPoverty and inequality
Poverty rates disaggregated by sex, age and disabilitypercent by groupper surveyEstimatedPoverty and inequality
Total fertility ratebirths per womanannualEstimatedDemographic transitions
Life expectancy at birthyearsannualEstimatedDemographic transitions
Old-age dependency ratiopeople aged sixty-five and over per hundred aged fifteen to sixty-fourannualEstimatedDemographic transitions
Net migration rateper thousand populationannualEstimatedDemographic transitions
Urban population sharepercentannualEstimatedDemographic transitions
Population projectionspeople by age and sexper revisionForecastDemographic transitions
Intentional homicide rateper hundred thousand populationannualOfficialHuman security and wellbeing
Prevalence of moderate or severe food insecuritypercent of populationannualEstimatedHuman security and wellbeing
People feeling safe walking alone at nightpercentper surveyReportedHuman security and wellbeing
Life evaluationscore on a zero to ten scaleannualReportedHuman security and wellbeing
Conflict-related deathscountannualEstimatedHuman security and wellbeing
Population with access to justice mechanismspercent of those with disputesper surveyReportedHuman security and wellbeing
Refugees and asylum-seekerscount by country of origin and asylumbiannualOfficialHumanitarian and displacement
Internally displaced persons by conflict and violencecountannualEstimatedHumanitarian and displacement
Internal displacements by disasterscount of movementsannualEstimatedHumanitarian and displacement
People in protracted refugee situationscountannualOfficialHumanitarian and displacement
Durable solutions achievedcount of returns, local integration and resettlementannualOfficialHumanitarian and displacement
Humanitarian funding coveragepercent of appeal requirements fundedannualReportedHumanitarian and displacement
Out-of-school ratepercent of children of school ageannualEstimatedEducation and capabilities
Learning povertypercent of ten-year-olds unable to read and understand a simple textper assessmentEstimatedEducation and capabilities
Minimum proficiency in reading and mathematicspercent of studentsper assessmentObservedEducation and capabilities
School days lost to closuresdaysper eventReportedEducation and capabilities
Gender parity index in enrolmentratioannualOfficialEducation and capabilities
Education spendingpercent of GDPannualOfficialEducation and capabilities
Generalised trustpercent agreeing most people can be trustedper surveyReportedTechnology and social cohesion
Trust in governmentpercent expressing confidenceper surveyReportedTechnology and social cohesion
Affective polarisationdifference in feelings toward own and other groupsper surveyReportedTechnology and social cohesion
Civic participationpercent participating in community activitiesper surveyReportedTechnology and social cohesion
Internet shutdownscount of incidentsannualReportedTechnology and social cohesion
Digital public service use by grouppercent of populationper surveyReportedTechnology and social cohesion
Population in hazard zones by income grouppeopleper assessmentEstimatedUrban social vulnerability
Households without insurancepercent of householdsper surveyReportedUrban social vulnerability
Older people living alonecountper censusOfficialUrban social vulnerability
Renters as share of householdspercentper censusOfficialUrban social vulnerability
Language barriers to warningspercent of residents with limited official languageper censusOfficialUrban social vulnerability
Homelessnesspeople counted by a stated definitionper countReportedUrban social vulnerability
Studies with ethics reviewpercent of published studies reporting approvalper reviewObservedInclusive research ethics
Research with community engagement documentedpercent of projectsper reviewDeclaredInclusive research ethics
Local researchers in authorshipshare of authors from study countriesper reviewObservedInclusive research ethics
Data management plans with protection measurespercent of funded projectsper reviewDeclaredInclusive research ethics
Results returned to participants or communitiespercent of projectsper reviewDeclaredInclusive research ethics
Ethics committees with capacity for social researchcountper assessmentReportedInclusive research ethics
Trust in newspercent trusting most news most of the timeannualReportedMedia and information systems
Main source of news by typepercent of respondentsannualReportedMedia and information systems
Journalists killed or imprisonedcountannualReportedMedia and information systems
Local news outletscount per regionper assessmentEstimatedMedia and information systems
Rumours tracked in crisis responsecount by themeper eventReportedMedia and information systems
Population reached by official crisis messagespercentper eventReportedMedia and information systems
People in need of humanitarian assistancecountannualEstimatedHumanitarian risk
Population in acute food insecuritypeople by IPC phaseper analysisEstimatedHumanitarian risk
Humanitarian appeal funding coveragepercent fundedannualReportedHumanitarian risk
Conflict eventscountweeklyReportedHumanitarian risk
Anticipatory action triggers activatedcountper seasonReportedHumanitarian risk
Access constraintscount of reported incidentsmonthlyReportedHumanitarian risk
06Reading the maps

Cautions that apply to human development maps.

  • Poverty maps rely on survey years that differ.
  • Displacement maps follow source definitions.
  • Small-area maps are aggregated for protection.
07Status

Releases appear as they are reviewed.

Analysis runs in Nexus Foundry; reviewed releases are listed here.

08Key terms

Terms used on this page.

Each term as this page uses it. Where a standard-setting body defines the term, the wording follows that body.

TermDefinition
Coordinate reference systemThe definition that ties coordinates to locations on Earth, catalogued with EPSG codes.
Modifiable areal unit problemThe change in statistical results that comes from how areas are drawn and aggregated.
Zonal statisticsStatistics of raster values summarised within boundaries such as districts.
Public-safe releaseA recorded decision on the detail at which a layer may be published without exposing sensitive sites or people.
09Sources

Where this page's references lead.

The bodies and documents this page is read against. Status and editions change; each link goes to the issuing body.

10Questions

Questions and answers.

Can I request a map or model?
Write to contact@therisk.global with what you need and why.
Society and Human Development

Bring your expertise to this field.

The current service level is R0: information and enquiries. An enquiry receives a reference and names the next step; applications, payments, compute allocations and registrations open only when their team, terms and review capacity exist.