GCRI · Future of Work and Skills
Released maps
Maps of Future of Work and Skills 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.
The workspace for released maps.
Future of Work and Skills · Map workspace. Map workspace: example names and illustrative values, not a record.
Released, referenced and rights-cleared.
- Time and space reference for every view.
- Sources and licence.
- Uncertainty and known limits.
- Version and date of release.
Climate signals worldwide.
Population density, daytime surface heat and rain across the world, from NASA GIBS. Each layer carries its own date.
The interactive map needs JavaScript; the layer list and sources are below.
Layers 3
Climate signals, for this page
About this layer
- Evidence
- Estimated
- Source
- Gridded Population of the World v4.11 (NASA SEDAC (CIESIN, Columbia University))
- Provider
- NASA SEDAC (CIESIN, Columbia University)
- Licence
- CC BY 4.0
- Vintage
- null; Census-based estimate, static (2020)
- Resolution
- about 1 km grid
- Uncertainty
- Census-based estimate of people per square kilometre in 2020, shown as exposure context; not a count of people affected by any hazard.
- Reached through
- gibs.earthdata.nasa.gov, only after you allow the live map
About this layer
- Evidence
- Observed (persistent cloud still leaves gaps)
- Source
- VIIRS NOAA-20 Level 3, 8-day (NASA LANCE)
- Provider
- NASA LANCE
- Licence
- NASA open data
- Vintage
- 8-day; Satellite 8-day composite; persistent cloud still leaves gaps
- Newest at build
- 2026-09-14
- Resolution
- about 1 km grid
- Uncertainty
- Satellite skin temperature of the ground over the 8 days ending on the date shown, a heat exposure indicator; not air temperature, heat index or a heat warning.
- Reached through
- gibs.earthdata.nasa.gov, only after you allow the live map
About this layer
- Evidence
- Estimated
- Source
- GPM IMERG (NASA GES DISC)
- Provider
- NASA GES DISC
- Licence
- NASA open data
- Vintage
- daily; Satellite estimate, near real time
- Newest at build
- 2026-10-12
- Resolution
- about 2 km grid
- Uncertainty
- Satellite estimate, near real time. Satellite or model raster as the provider publishes it. Clouds, swath gaps and retrieval error leave gaps and noise; values are indicators, not measurements at a place.
- Reached through
- gibs.earthdata.nasa.gov, only after you allow the live map
About this layer
- Evidence
- Observed
- Source
- VIIRS NOAA-20 corrected reflectance (NASA LANCE)
- Provider
- NASA LANCE
- Licence
- NASA open data
- Vintage
- daily; Satellite image
- Newest at build
- 2026-10-14
- Resolution
- about 250 m grid
- Uncertainty
- Satellite image. Satellite or model raster as the provider publishes it. Clouds, swath gaps and retrieval error leave gaps and noise; values are indicators, not measurements at a place.
- Reached through
- gibs.earthdata.nasa.gov, only after you allow the live map
About this layer
- Evidence
- Observed
- Source
- GHRSST MUR25 (NASA JPL PO.DAAC)
- Provider
- NASA JPL PO.DAAC
- Licence
- NASA open data
- Vintage
- daily; Satellite analysis
- Newest at build
- 2026-10-12
- Resolution
- about 2 km grid
- Uncertainty
- Satellite analysis of how far sea temperature departs from its usual value for the date shown; a marine heat indicator, not a coral bleaching alert.
- Reached through
- gibs.earthdata.nasa.gov, only after you allow the live map
About this layer
- Evidence
- Observed
- Source
- VIIRS Black Marble (VNP46A2) (NASA LAADS DAAC)
- Provider
- NASA LAADS DAAC
- Licence
- NASA open data
- Vintage
- daily; Satellite radiance, corrected for moonlight and atmosphere
- Newest at build
- 2026-10-12
- Resolution
- about 500 m grid
- Uncertainty
- Satellite night-time radiance for the date shown; lights are a proxy for electricity use and outages, not a measurement of supply or access.
- Reached through
- gibs.earthdata.nasa.gov, only after you allow the live map
Keyboard, with the map focused
Hold Ctrl or ⌘ and scroll to zoom
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.
Climate signals, framed on the world.Satellite and model products as NASA publishes them, each with its own date. They are indicators, not assessments of any place.
Data: NASA GIBS · ASTER GDEM · Blue Marble · © OpenStreetMap contributors · Natural Earth · NASA EONET · NASA JPL OPERA DIST-ALERT · NASA AIRSSources 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 hexagonal 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 hexagonal 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 hexagonal cells where shown (modified). doi:10.7927/H49C6VHW. 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 hexagonal cells where shown (modified). NASA open data
- GPM IMERG precipitation, NASA Precipitation Processing System; distributed by the NASA Goddard Earth Sciences Data and Information Services Center (GES DISC); imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). NASA open data
- GHRSST Level 4 MUR analyses, NASA Jet Propulsion Laboratory; distributed by the NASA Physical Oceanography DAAC (PO.DAAC); imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). NASA open data
- VIIRS Black Marble night-time lights, NASA Goddard Space Flight Center; distributed by the NASA Level-1 and Atmosphere Archive and Distribution System (LAADS DAAC); imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into hexagonal 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 hexagonal cells where shown (modified). Cite as: NASA/METI/AIST/Japan Spacesystems and U.S./Japan ASTER Science Team (2019). ASTER Global Digital Elevation Model V003. doi:10.5067/ASTER/ASTGTM.003. 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 hexagonal cells where shown (modified). ODbL
- Blue Marble, NASA Earth Observatory; imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into hexagonal 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.
- Live events: NASA Earth Observatory Natural Event Tracker (EONET); events are indicative and keep their original source links.
- Live: NASA EONET Events are indicative, not authority warnings.
- Observed (EO): NASA JPL OPERA DIST-ALERT (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).
- Observed (EO): NASA AIRS. 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).
- NASA GIBS: 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).
- Air quality forecast, 5 days, PM2.5 (CAMS via Open-Meteo): Contains modified Copernicus Atmosphere Monitoring Service information 2026.
- Past year, daily temperature (ERA5 via Open-Meteo): Contains modified Copernicus Climate Change Service information 2026.
- Past year, daily temperature and sunshine (NASA POWER): These data were obtained from the NASA Langley Research Center (LaRC) POWER Project funded through the NASA Earth Science/Applied Science Program..
- Weather data by Open-Meteo.com (https://open-meteo.com/), licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/).
- Optional layers (22 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
- Land surface temperature, day, 8-day composite: VIIRS NOAA-20 Level 3, 8-day, NASA LANCE · 14 Sep 2026
- Precipitation rate, daily mean: GPM IMERG, NASA GES DISC · 12 Oct 2026
- True colour: VIIRS NOAA-20 corrected reflectance, NASA LANCE · 13 Oct 2026
- Sea surface temperature anomaly: GHRSST MUR25, NASA JPL PO.DAAC · 12 Oct 2026
- Night-time lights, daily: VIIRS Black Marble (VNP46A2), NASA LAADS DAAC · 12 Oct 2026
What a released map in this field would carry.
| Indicator | Unit | Cadence | Evidence label | Topic |
|---|---|---|---|---|
| Employment-to-population ratio | percent | quarterly | Published statistics | Labour market change |
| Employment by sector and occupation | percent of employment | annual | Published statistics | Labour market change |
| Temporary employment | percent of employees | annual | Published statistics | Labour market change |
| Labour underutilisation | percent of extended labour force | quarterly | Published statistics | Labour market change |
| Job vacancy rate | percent of posts vacant | quarterly | Published statistics | Labour market change |
| Real median wage | currency units in constant prices | annual | Published statistics | Labour market change |
| Employment in occupations with high automation exposure | percent of employment | per assessment | Estimated | Automation and jobs |
| Firms using AI or robots | percent of firms | per survey | Reported | Automation and jobs |
| Displaced worker re-employment rate | percent re-employed within a year | per survey | Reported | Automation and jobs |
| Wage change after displacement | percent | per survey | Estimated | Automation and jobs |
| Labour share of income | percent of GDP | annual | Estimated | Automation and jobs |
| New job titles emerging | count | annual | Observed | Automation and jobs |
| Fatal occupational injuries | per hundred thousand workers | annual | Published statistics | Occupational safety |
| Non-fatal occupational injuries | per hundred thousand workers | annual | Published statistics | Occupational safety |
| Work-related deaths from disease | estimated deaths | per assessment | Estimated | Occupational safety |
| Labour inspectors | per ten thousand employed | annual | Published statistics | Occupational safety |
| Working hours lost to heat stress | percent of working hours | per assessment | Modelled | Occupational safety |
| Workers reporting work-related stress | percent | per survey | Reported | Occupational safety |
| Adult participation in learning | percent of adults in the last twelve months | per survey | Reported | Lifelong learning |
| Participation gap by skill level | percentage point difference | per survey | Reported | Lifelong learning |
| Adult literacy and numeracy proficiency | score | per assessment | Observed | Lifelong learning |
| Public spending on adult learning | percent of GDP | annual | Published statistics | Lifelong learning |
| Workers with paid training leave rights | percent of employees | per assessment | Declared | Lifelong learning |
| Micro-credentials recognised in qualification frameworks | count | per assessment | Published statistics | Lifelong learning |
| Workers earning through platforms | percent of working-age population | per survey | Estimated | Digital work and platforms |
| Online labour activity | index of projects posted | daily | Observed | Digital work and platforms |
| Platform workers with social protection | percent | per survey | Reported | Digital work and platforms |
| Hourly earnings including waiting time | currency units per hour | per survey | Estimated | Digital work and platforms |
| Court and administrative rulings on status | count | annual | Published statistics | Digital work and platforms |
| Algorithmic management transparency obligations | count of jurisdictions | per assessment | Published statistics | Digital work and platforms |
| Youth not in employment, education or training | percent of youth | annual | Published statistics | Education to work transition |
| Youth unemployment rate | percent | quarterly | Published statistics | Education to work transition |
| Time to first stable job | months | per survey | Reported | Education to work transition |
| Apprenticeship participation | count | annual | Published statistics | Education to work transition |
| Graduates in jobs matching their field | percent | per survey | Reported | Education to work transition |
| Informal employment among youth | percent | annual | Published statistics | Education to work transition |
| Vacancy rate in critical occupations | percent of posts | quarterly | Reported | Institutional workforce planning |
| Workforce age profile | share aged fifty-five and over | annual | Published statistics | Institutional workforce planning |
| Training places versus projected need | ratio | annual | Forecast | Institutional workforce planning |
| Staff turnover | percent per year | annual | Observed | Institutional workforce planning |
| Foreign-trained professionals | percent of workforce | annual | Published statistics | Institutional workforce planning |
| Health worker density | per ten thousand population | annual | Published statistics | Institutional workforce planning |
| Population covered by at least one social protection benefit | percent | per assessment | Published statistics | Work and social protection |
| Unemployed receiving benefits | percent of unemployed | annual | Published statistics | Work and social protection |
| Employment injury coverage | percent of labour force | per assessment | Published statistics | Work and social protection |
| Pension coverage | percent above statutory pensionable age receiving a pension | per assessment | Published statistics | Work and social protection |
| Benefit replacement rate | percent of previous earnings | per assessment | Estimated | Work and social protection |
| Spending on active labour market programmes | percent of GDP | annual | Published statistics | Work and social protection |
How the process runs.
Process explorer · Process
Released maps: Layers to published map
7 steps·4 stages·1 gate
Process
Released maps: Layers to published map
Layers enter with their rights, are aligned, analysed and checked for uncertainty, then released after public-safe review; a map is a governed spatial claim.
01 Data
- 01Source layers with their rightsDataset · NXS-GRX (canonical data, provenance and risk)Spatial views of The Global Risks Index (NXS-GRX) products sit under the boundary licence gate. Rights classification sets how a layer may be used.
02 Harmonise
- 02Coordinate reference and boundary versionRecord · NXS-EOP (earth observation and digital twins)The area of interest preserves its coordinate reference system, polygon validity and observation support. Boundary versions are kept.
- 03Harmonise units, variables and timeStepUnit metadata, conversion records and transformation logs are required. Alignment is an evidence event, not hidden preprocessing.
03 Analyse and check
- 04Analyse with a recorded processing recipeModel · GIS teamA processing recipe records parameters, calibration, inputs and output lineage. The analysis methods are named in each product’s own record.
- 05Spatial uncertainty checkGateSpatial uncertainty is recorded and affects downstream use. A high-uncertainty polygon may suit internal review, not public-safe release.
04 Publish
- 06Spatial metadata bundleRecordThe bundle records boundary type, jurisdiction, geometry version, projection, resolution, source, time window, uncertainty and access class.
- 07Public-safe release of the mapDecisionThe output record names the redactions, uncertainty and public-safe reviewer. A map is a governed spatial claim, never merely a picture.
Spatio-temporal intelligence · Data protocols: semantic, jurisdictional and temporal intelligence · NXS-EOPDesigned programme process, not a record of operation. No cycle has run and every programme is at service level R0. A gate is a programme decision, never a public-authority approval, certification or deployment authorisation. The pages cited are design doctrine.
Cautions that apply to work and skills maps.
- Exposure maps are not job-loss maps.
- Informal work is undercounted.
- Heat stress maps depend on work type assumed.
Releases appear as they are reviewed.
Analysis runs in Foundry; reviewed releases are listed here.
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.
Questions and answers.
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