Advanced Industry and Robotics
The Global Centre for Risk and Innovation (GCRI)
GCRI · Advanced Industry and Robotics
Spatial intelligenceObservations, models and their uncertainty in one view
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.
Fig.A programme from scoping to the owner's decision. Design, not a record.
Flood water, night lights, rain and true-colour imagery across the world, from NASA GIBS. Each layer carries its own date.
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NASA GIBS / EOSDIS · ASTER GDEM (METI, NASA) · Blue Marble (NASA) · © OpenStreetMap contributors (ODbL) · Natural Earth
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Water now, framed on World. Layers as NASA publishes them, each with its own date.Satellite and model products as NASA publishes them, each with its own date; indicators, not assessments of any place; claim ceiling INTEGRATED.
Layers and dates
| 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 |
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