Skip to content

GCRI · Data and Compute

Regional subject applications

Issues in Data and Compute shared across a region, and the cooperation that addresses them. Each regional application shows its status from the programme record.

02Scope

Regional applications in Data and Compute.

  1. 01

    Public interest data infrastructure

    Dataspaces and interoperable evidence.

  2. 02

    High performance computing

    HPC/GPU workloads and scientific compute.

  3. 03

    Cloud and edge systems

    Hybrid, local and sovereign computing options.

  4. 04

    Chips and semiconductors

    Critical compute hardware and supply chains.

  5. 05

    Data rights and trust

    Data access, licensing and privacy.

  6. 06

    Reproducible pipelines

    Pipelines, models and experiment provenance.

03Geography

Connected activity in the contiguous United States.

Night lights, population density and true-colour imagery over the contiguous United States, from NASA GIBS. Each layer carries its own date.

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

Layers 3

Connected activity, 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.

Connected activity, framed on the contiguous United States.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 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 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
  • 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
  • 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
  • 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 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.
  • 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).
  • 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).
  • Optional layers (5 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

  • 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
  • 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

04Regional frame

Where regional cooperation on data and compute happens.

Regional research infrastructures, shared supercomputing facilities and data spaces pool capacity across countries.

  • Regional high-performance computing initiatives.
  • Regional data spaces and their governance.
  • Research and education networks.
05Process

How the process runs.

Process explorer · Process

Regional subject applications: Programme through eight gates

11 steps4 stages8 gates

Process

Regional subject applications: Programme through eight gates

The Global Risks Forum (GRF) records eight yearly gates, each a programme decision; a gate not passed stops its work, and the competent authority decides outside.

  1. 01 Q1 · Planning

    1. 01G0 · Annual programme authorisedGate · The Global Risks ForumGRF authorises the annual mandate. It never sets a national agenda.
    2. 03Route the candidate mission to standardsStep · Nexus StandardsNexus Standards routes each candidate mission to the standards and profiles that apply.
  2. 02 Q2 · Readiness and build

    1. 04G1 · Missions admittedGate · The Global Risks ForumGRF admits missions with reasons recorded. It cannot admit a mission without an accountable owner.
    2. 05G2 · Data and resources qualifiedGate · The Global Risks ForumReadiness preparation closes when data, people and resources are qualified.
    3. 06G3 · Build accepted for exerciseGate · The Global Risks ForumGRF records whether the build is accepted for exercise. A gate not passed stops the work it governs.
  3. 03 Q3 · Action Week

    1. 07G4 · Controlled live operation authorisedGate · The Global Risks ForumGRF authorises controlled live operation for Action Week.
    2. 08G5 · Evidence sealed and stand-down recordedGate · The Global Risks ForumThe evidence is sealed with its provenance and the stand-down is recorded.
  4. 04 Q4 · Reporting and renewal

    1. 02Competent authority decides and actsActor · The competent authorityThe competent authority decides and acts under its own rules. The programme informs it and never decides for it.
    2. 09Scientific and editorial reviewStep · Reviewers and the publisherQualified, conflict-managed reviewers and the publisher decide what is accepted. Institutions cannot decide a scientific conclusion.
    3. 10G6 · Publication authorisedGate · The Global Risks ForumGRF authorises publication of results that have passed scientific and editorial review. It cannot publish personal data.
    4. 11G7 · Renewal reviewedGate · The Global Risks ForumGRF reviews renewal and sets the next cycle's mandate.

The programme year · The Global Risks Forum · Decision rightsDesigned 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.

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.

08Questions

Questions and answers.

How do I propose work at this level?
Write to Contact or a regional desk. A proposal receives a reference.
Data and Compute

Bring a method, a dataset or a question.

Information and enquiries are open today. 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.