G-P17 · PROCESS · regionalGCRI dossier · service level R0
GCRIFuture of Work and SkillsIn development
Regional applications

Regional subject applications

Issues in Future of Work and Skills shared across a region, and the cooperation that addresses them. Each regional application shows its status from the programme record.

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

Programme board

Labour market A · Regional subject applications · Cycle 1 of 4

  • Workstreams active
    8Active
  • Milestones due this quarter
    8Watch
  • Decisions pending with owners
    3Watch
  • Open risks
    7
Quarter review dueGCRI · Future of Work and Skills

Workstreams

by stage

Scoping02
School-to-work programmeWS-893 · owner: Employers' association
Workforce planning toolWS-882 · owner: Training provider
In delivery02
Platform work protection studyMilestone M3 · slipping
Occupational safety reviewMilestone M3 · on plan
Review01
Occupation exposure mappingIndependent reviewer named
Closed01
Reskilling pathwaysClosure note on record

Gates

  1. Requestowner named
  2. Scoping noteboundary
  3. Qualifiedinputs
  4. BuildFoundry
  5. Testcontrolled
  6. Publishwith limits
  7. Decisionauthority

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

01In brief

The short answer.

Future of Work and Skills regional applications address problems in the work and skills field that the countries of a region share, such as automation and jobs, and the cooperation that responds to them. Each application is listed with its status from the programme record, and regional bodies and governments keep their own mandates and decisions.

02Canvas

Scoping to review.

Canvas · scoping to reviewDesign, not a record
Regional subject applications: a programme through its gatesA request with a named owner becomes a scoping note; inputs are qualified at a gate; delivery runs in workstreams; a controlled test and an independent review precede publication; the owner decides. 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 Southeast Asia.

Population density, night-time lights, air quality, heat and floods, 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

People and exposure

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.

Population density, night-time lights, air quality, heat and floods, 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
  • 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 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
  • OMI nitrogen dioxide (Aura) and OMPS aerosol index (Suomi NPP), NASA; distributed by the NASA GES DISC; imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into H3 cells where shown (modified). NASA open data
  • 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

  • Population density, 2020: Population: CIESIN, Columbia University, Gridded Population of the World v4.11 (2018), NASA SEDAC, CC BY 4.0 · static
  • Night-time lights, daily: VIIRS Black Marble (VNP46A2), NASA LAADS DAAC · 12 Oct 2026
  • Nitrogen dioxide, lower atmosphere column: OMI Aura, NASA GES DISC · 10 Oct 2026
  • Land surface temperature, day, 8-day composite: VIIRS NOAA-20 Level 3, 8-day, NASA LANCE · 14 Sep 2026
  • Flood water, 3-day composite: VIIRS Global Flood Product, NASA LANCE · 14 Oct 2026

04Scope

Regional applications in Future of Work and Skills.

  1. 01

    Labour market change

    Sector employment and occupational risk.

  2. 02

    Automation and jobs

    AI/robotics impact and job redesign.

  3. 03

    Occupational safety

    Human factors and new work hazards.

  4. 04

    Lifelong learning

    Mid-career transitions and skill maintenance.

  5. 05

    Digital work and platforms

    Remote work, platform labour and new organizations.

  6. 06

    Education to work transition

    Access and professional inclusion.

05Regional frame

Where regional cooperation on work and skills happens.

Regional qualification frameworks and labour mobility agreements shape skills risks across borders.

  • Regional qualification frameworks.
  • Labour mobility agreements.
  • Regional employment observatories.
06Status

Work is shown as its record stands.

Programmes are listed as exploring, forming, constituted, active, paused or archived. Country and regional entries appear when a programme record supports them.

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
SubsidiarityThe principle that a decision is taken at the lowest level able to take it well, with a higher level acting only where the objective cannot be achieved closer to the people concerned; the Treaty on European Union states it.
Multi-level governanceShared decision-making across local, regional, national and international levels of government.
Reinstatement effectThe increase in labour demand when technology creates new tasks for workers.
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.

09Questions

Questions and answers.

How do I propose work at this level?
Write to contact@therisk.global or a regional desk. A proposal receives a reference.
Future of Work and Skills

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.