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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.

02What is shown

Released, referenced and rights-cleared.

  • Time and space reference for every view.
  • Sources and licence.
  • Uncertainty and known limits.
  • Version and date of release.
03Geography

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

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

04Indicators

What a released map in this field would carry.

IndicatorUnitCadenceEvidence labelTopic
Overall equipment effectivenesspercentmonthlyObservedIndustrial automation
Unplanned downtimehours per periodmonthlyObservedIndustrial automation
Control systems past vendor supportpercent of installed baseper assessmentDeclaredIndustrial automation
Mean time to repair automation faultshoursmonthlyObservedIndustrial automation
Firms using advanced automationpercent of manufacturing firmsper surveyReportedIndustrial automation
Automation technician vacanciescountannualReportedIndustrial automation
Robot densityoperational robots per ten thousand manufacturing employeesannualReportedIndustrial robotics
Annual robot installationsunits by sectorannualReportedIndustrial robotics
Collaborative robot share of installationspercentannualReportedIndustrial robotics
Robot-related workplace injuriescountannualPublished statisticsIndustrial robotics
Firms using robotspercent of firms by sizeper surveyReportedIndustrial robotics
Robot importsvalueannualPublished statisticsIndustrial robotics
Process safety events by tiercount per million hours workedannualReportedIndustrial process safety
Major accidents notifiedcountannualPublished statisticsIndustrial process safety
Overdue safety-critical maintenancecountmonthlyObservedIndustrial process safety
Upper-tier major hazard establishmentscountper updatePublished statisticsIndustrial process safety
Safety instrumented functions tested on schedulepercentannualObservedIndustrial process safety
Population within hazard zones of major sitespeopleper assessmentEstimatedIndustrial process safety
Manufacturing value addedshare of gross domestic productannualPublished statisticsMaterials and manufacturing
Additive manufacturing adoptionpercent of firmsper surveyReportedMaterials and manufacturing
Defect rateparts per millionmonthlyObservedMaterials and manufacturing
Process capabilitycapability indexper processObservedMaterials and manufacturing
Materials R&D expenditurecurrency unitsannualPublished statisticsMaterials and manufacturing
Product recalls for manufacturing defectscountannualPublished statisticsMaterials and manufacturing
Workers using robots or automated systemspercent of workersper surveyReportedHuman machine work
Workplace injuries in manufacturinginjuries per hundred thousand workersannualPublished statisticsHuman machine work
Workers receiving training on new technologypercentper surveyReportedHuman machine work
Work intensityshare reporting high speed or tight deadlinesper surveyReportedHuman machine work
Collective agreements covering technology changecountper assessmentReportedHuman machine work
Manufacturing employmentpersons employedquarterlyPublished statisticsHuman machine work
Industrial final energy consumptionpetajoules by sectorannualPublished statisticsIndustrial energy and water
Energy intensity of industryenergy per unit of value addedannualEstimatedIndustrial energy and water
Industrial water withdrawalcubic metresannualPublished statisticsIndustrial energy and water
Share of electricity in industrial energypercentannualPublished statisticsIndustrial energy and water
Firms with an ISO 50001 energy management certificatecountannualReportedIndustrial energy and water
Production curtailed due to energy or water constraintseventsper eventReportedIndustrial energy and water
Industrial cyber incidents reportedcount by sectorannualPublished statisticsIndustrial cyber resilience
Production days lost to cyber incidentsdaysper incidentObservedIndustrial cyber resilience
ICS vulnerability advisoriescountmonthlyPublished statisticsIndustrial cyber resilience
Sites with IT and OT segmentationpercent of sitesper assessmentDeclaredIndustrial cyber resilience
Sites with tested manual fallbackpercent of sitesper assessmentReportedIndustrial cyber resilience
Remote access connections to OTcountper assessmentObservedIndustrial cyber resilience
Adoption of advanced technologies by firm sizepercent of firmsper surveyReportedTechnology adoption
Management practice scoresscoreper surveyEstimatedTechnology adoption
Firms using technology extension servicescountannualReportedTechnology adoption
Productivity gap between leading and lagging firmsratioannualEstimatedTechnology adoption
Public support for technology adoptioncurrency unitsannualPublished statisticsTechnology adoption
Business investment in machinery and equipmentshare of GDPannualPublished statisticsTechnology adoption
Circular material use ratepercent of material use from recycled sourcesannualEstimatedCircular economy and pollution
Industrial waste generatedtonnes by sectorannualPublished statisticsCircular economy and pollution
Recycling rate of industrial wastepercentannualPublished statisticsCircular economy and pollution
Pollutant releases from industrial facilitiestonnes by pollutantannualPublished statisticsCircular economy and pollution
Permit compliance ratepercent of inspected installationsannualPublished statisticsCircular economy and pollution
Domestic material consumptiontonnes per capitaannualEstimatedCircular economy and pollution
05Process

How the process runs.

Process explorer · Process

Released maps: Layers to published map

7 steps4 stages1 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.

  1. 01 Data

    1. 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.
  2. 02 Harmonise

    1. 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.
    2. 03Harmonise units, variables and timeStepUnit metadata, conversion records and transformation logs are required. Alignment is an evidence event, not hidden preprocessing.
  3. 03 Analyse and check

    1. 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.
    2. 05Spatial uncertainty checkGateSpatial uncertainty is recorded and affects downstream use. A high-uncertainty polygon may suit internal review, not public-safe release.
  4. 04 Publish

    1. 06Spatial metadata bundleRecordThe bundle records boundary type, jurisdiction, geometry version, projection, resolution, source, time window, uncertainty and access class.
    2. 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.

06Reading the maps

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.
07Status

Releases appear as they are reviewed.

Analysis runs in Foundry; reviewed releases are listed here.

09Questions

Questions and answers.

Can I request a map or model?
Write to the contact form with what you need and why.
ReportsContribute

Contribute evidence from this page.

Reports is the Consortium’s quarterly publication. What you know about this subject can become evidence, a case or a correction in the next edition, credited to you and published under CC BY 4.0 where it is your own work.

GCRIAdvanced Industry and RoboticsExponential TechnologyGlobal Sector Risk and Resilience
Advanced Industry and Robotics

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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.