GCRI · Advanced Industry and Robotics
Released maps
Maps of Advanced Industry and Robotics 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.
Released maps in five parts.
Released, referenced and rights-cleared.
- Time and space reference for every view.
- Sources and licence.
- Uncertainty and known limits.
- Version and date of release.
Water now worldwide.
Flood water, night lights 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
Water now, for this page
About this layer
- Evidence
- Observed (clouds leave gaps)
- Source
- VIIRS Global Flood Product (NASA LANCE)
- Provider
- NASA LANCE
- Licence
- NASA open data
- Vintage
- daily; Satellite detection; clouds leave gaps
- Newest at build
- 2026-10-14
- Resolution
- about 250 m grid
- Uncertainty
- Satellite detection; clouds leave gaps. 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 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
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
- 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
- Modelled
- Source
- SMAP Level 4 (NASA NSIDC DAAC)
- Provider
- NASA NSIDC DAAC
- Licence
- NASA open data
- Vintage
- daily; Model with satellite data assimilated
- Newest at build
- 2026-10-11
- Resolution
- about 2 km grid
- Uncertainty
- Model with satellite data assimilated. 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
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.
Water now, 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 GPM IMERG Early · NASA JPL OPERA DIST-ALERTSources 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 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
- 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
- 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
- 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
- SMAP Level 4 soil moisture and snow mass, NASA Global Modeling and Assimilation Office; distributed by the NASA National Snow and Ice Data Center 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.
- Live: NASA GPM IMERG Early. 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 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).
- 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).
- River discharge forecast, 30 days with range (GloFAS via Open-Meteo): Contains modified Copernicus Emergency Management Service information 2026; not a flood warning.
- 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 (14 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
- Flood water, 3-day composite: VIIRS Global Flood Product, NASA LANCE · 14 Oct 2026
- Night-time lights, daily: VIIRS Black Marble (VNP46A2), NASA LAADS DAAC · 12 Oct 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
- Population density, 2020: Population: CIESIN, Columbia University, Gridded Population of the World v4.11 (2018), NASA SEDAC, CC BY 4.0 · static
- Root-zone soil moisture, 0 to 100 cm: SMAP Level 4, NASA NSIDC DAAC · 11 Oct 2026
What a released map in this field would carry.
| Indicator | Unit | Cadence | Evidence label | Topic |
|---|---|---|---|---|
| Overall equipment effectiveness | percent | monthly | Observed | Industrial automation |
| Unplanned downtime | hours per period | monthly | Observed | Industrial automation |
| Control systems past vendor support | percent of installed base | per assessment | Declared | Industrial automation |
| Mean time to repair automation faults | hours | monthly | Observed | Industrial automation |
| Firms using advanced automation | percent of manufacturing firms | per survey | Reported | Industrial automation |
| Automation technician vacancies | count | annual | Reported | Industrial automation |
| Robot density | operational robots per ten thousand manufacturing employees | annual | Reported | Industrial robotics |
| Annual robot installations | units by sector | annual | Reported | Industrial robotics |
| Collaborative robot share of installations | percent | annual | Reported | Industrial robotics |
| Robot-related workplace injuries | count | annual | Published statistics | Industrial robotics |
| Firms using robots | percent of firms by size | per survey | Reported | Industrial robotics |
| Robot imports | value | annual | Published statistics | Industrial robotics |
| Process safety events by tier | count per million hours worked | annual | Reported | Industrial process safety |
| Major accidents notified | count | annual | Published statistics | Industrial process safety |
| Overdue safety-critical maintenance | count | monthly | Observed | Industrial process safety |
| Upper-tier major hazard establishments | count | per update | Published statistics | Industrial process safety |
| Safety instrumented functions tested on schedule | percent | annual | Observed | Industrial process safety |
| Population within hazard zones of major sites | people | per assessment | Estimated | Industrial process safety |
| Manufacturing value added | share of gross domestic product | annual | Published statistics | Materials and manufacturing |
| Additive manufacturing adoption | percent of firms | per survey | Reported | Materials and manufacturing |
| Defect rate | parts per million | monthly | Observed | Materials and manufacturing |
| Process capability | capability index | per process | Observed | Materials and manufacturing |
| Materials R&D expenditure | currency units | annual | Published statistics | Materials and manufacturing |
| Product recalls for manufacturing defects | count | annual | Published statistics | Materials and manufacturing |
| Workers using robots or automated systems | percent of workers | per survey | Reported | Human machine work |
| Workplace injuries in manufacturing | injuries per hundred thousand workers | annual | Published statistics | Human machine work |
| Workers receiving training on new technology | percent | per survey | Reported | Human machine work |
| Work intensity | share reporting high speed or tight deadlines | per survey | Reported | Human machine work |
| Collective agreements covering technology change | count | per assessment | Reported | Human machine work |
| Manufacturing employment | persons employed | quarterly | Published statistics | Human machine work |
| Industrial final energy consumption | petajoules by sector | annual | Published statistics | Industrial energy and water |
| Energy intensity of industry | energy per unit of value added | annual | Estimated | Industrial energy and water |
| Industrial water withdrawal | cubic metres | annual | Published statistics | Industrial energy and water |
| Share of electricity in industrial energy | percent | annual | Published statistics | Industrial energy and water |
| Firms with an ISO 50001 energy management certificate | count | annual | Reported | Industrial energy and water |
| Production curtailed due to energy or water constraints | events | per event | Reported | Industrial energy and water |
| Industrial cyber incidents reported | count by sector | annual | Published statistics | Industrial cyber resilience |
| Production days lost to cyber incidents | days | per incident | Observed | Industrial cyber resilience |
| ICS vulnerability advisories | count | monthly | Published statistics | Industrial cyber resilience |
| Sites with IT and OT segmentation | percent of sites | per assessment | Declared | Industrial cyber resilience |
| Sites with tested manual fallback | percent of sites | per assessment | Reported | Industrial cyber resilience |
| Remote access connections to OT | count | per assessment | Observed | Industrial cyber resilience |
| Adoption of advanced technologies by firm size | percent of firms | per survey | Reported | Technology adoption |
| Management practice scores | score | per survey | Estimated | Technology adoption |
| Firms using technology extension services | count | annual | Reported | Technology adoption |
| Productivity gap between leading and lagging firms | ratio | annual | Estimated | Technology adoption |
| Public support for technology adoption | currency units | annual | Published statistics | Technology adoption |
| Business investment in machinery and equipment | share of GDP | annual | Published statistics | Technology adoption |
| Circular material use rate | percent of material use from recycled sources | annual | Estimated | Circular economy and pollution |
| Industrial waste generated | tonnes by sector | annual | Published statistics | Circular economy and pollution |
| Recycling rate of industrial waste | percent | annual | Published statistics | Circular economy and pollution |
| Pollutant releases from industrial facilities | tonnes by pollutant | annual | Published statistics | Circular economy and pollution |
| Permit compliance rate | percent of inspected installations | annual | Published statistics | Circular economy and pollution |
| Domestic material consumption | tonnes per capita | annual | Estimated | Circular economy and pollution |
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 industrial maps.
- Hazardous site locations are generalised.
- Industrial area maps do not show process hazards.
- Overlay with hazards shows exposure, not accident likelihood.
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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