G-P17 · PROCESS · toolsGCRI dossier · service level R0
GCRIFuture of Work and SkillsIn development
Data and technical methods

Data and technical methods

The public technical tools of Future of Work and Skills: what can be learned from them, the data behind them and their limits.

Open Released maps Back to Future of Work and Skills
Publisher
The Global Centre for Risk and Innovation
Field
Work and skills, Society and human development, Artificial intelligence
Status
In development
Service level
R0: information and enquiries

Pipeline

Data and technical methods · Workspace WS-60

One stage waitingGCRI · Future of Work and Skills

Stages

  1. Ingest4 sources
  2. Validateschema · licence
  3. Transformversioned
  4. ModelEconomics and…
  5. Testheld-out
  6. Releasewith limits

Artefacts

Labour force surveyv5.3To checkSURVEY
Vacancy datav4.5OpenOBSERVED
Occupation task databasev5.7OpenDERIVED
Training recordsv3.1OpenREPORTED

Compute quota

share used vs alert level

CPU hours54 used · limit 80Storage31 used · limit 90GPU hours45 used · limit 70

Future of Work and Skills · PipelinePipeline, in outline: domain structure with placeholder names and illustrative values, not a record.

01In brief

The short answer.

Future of Work and Skills tools are the public technical views the platform releases on work and skills: maps and model descriptions, each with its time and space reference, sources, licence and uncertainty. Analysis runs in Nexus Foundry for authorized projects, and data that is not released is not available through these pages.

02Canvas

Scoping to review.

Canvas · scoping to reviewDesign, not a record
Data and technical methods: 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

Connected activity in Southeast Asia.

Night-time lights and population density, the footprint of electrified, connected activity, framed on Southeast Asia; each layer is a dated NASA product.

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

Layers 2

Connected activity

Latest available

NASA GIBS / EOSDIS · ASTER GDEM (METI, NASA) · 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.

Night-time lights and population density, the footprint of electrified, connected activity, framed on Southeast Asia.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 · Natural EarthSources 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
  • 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 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
  • 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
  • Globe: MapLibre GL JS 6.9.1, BSD-3-Clause, © MapLibre contributors.

Layers and dates

  • Night-time lights, daily: VIIRS Black Marble (VNP46A2), NASA LAADS DAAC · 12 Oct 2026
  • 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

04Tools

What is published here.

Maps

Released maps

Open

Models

Reviewed models and scenarios

Open

Scenarios

Sector scenarios

Open

05Fitness for purpose

What every work and skills tool should state about itself.

Work and skills tools serve labour ministries, employers' and workers' organisations and training providers. A specialist checks the occupation taxonomy, the exposure method and the coverage of informal work. Tools rest on econometrics and AI and support the automation and jobs and labour market change topics. Exposure scores are published with the task data they rest on, so users can rerun them with a national taxonomy.

  • Occupation taxonomy used.
  • Exposure method.
  • Coverage of informal work.
06Build environment

Working with the tools.

Analysis runs in Nexus Foundry for authorized projects. Public pages show released views only, each with its time and space reference and its rights.

07Key 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
Public-safe releaseA recorded decision on the detail at which a layer may be published without exposing sensitive sites or people.
Coordinate reference systemThe definition that ties coordinates to locations on Earth, catalogued with EPSG codes.
Model cardA short document describing a model's intended use, training data, performance and limits.
08Sources

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.

09Pages

Pages in Data and technical methods.

Page

Released maps

Page

Reviewed models and scenarios

10Questions

Questions and answers.

Can I use the data?
Each released view states its licence and terms. Data that is not released is not available through these pages.
Related

Around Future of Work and Skills.

Future of Work and Skills

Bring your expertise to this field.

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