The Global Centre for Risk and Innovation (GCRI)
Maps of Future of Work and Skills 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.
Future of Work and Skills · Map workspaceMap workspace, in outline: domain structure with placeholder names and illustrative values, not a record.
Future of Work and Skills released maps are reviewed map views of work and skills, published once their data rights are cleared, each with its coordinate reference, date, sources and uncertainty. Layers draw on sources such as ILOSTAT. A map shows released, rights-cleared evidence, not a live feed or an official warning.
Fig.A programme from scoping to the owner's decision. Design, not a record.
Surface heat, rain, snow, sea ice, marine heat and water storage, each a dated satellite or model product, framed on World; each layer is a dated NASA product.
The interactive map needs JavaScript; the layer list and sources are below.
Layers 2
Climate signals
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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.
Surface heat, rain, snow, sea ice, marine heat and water storage, each a dated satellite or model product, framed on World.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 |
|---|---|---|---|---|
| Employment-to-population ratio | percent | quarterly | Official | Labour market change |
| Employment by sector and occupation | percent of employment | annual | Official | Labour market change |
| Temporary employment | percent of employees | annual | Official | Labour market change |
| Labour underutilisation | percent of extended labour force | quarterly | Official | Labour market change |
| Job vacancy rate | percent of posts vacant | quarterly | Official | Labour market change |
| Real median wage | currency units in constant prices | annual | Official | Labour market change |
| Employment in occupations with high automation exposure | percent of employment | per assessment | Estimated | Automation and jobs |
| Firms using AI or robots | percent of firms | per survey | Reported | Automation and jobs |
| Displaced worker re-employment rate | percent re-employed within a year | per survey | Reported | Automation and jobs |
| Wage change after displacement | percent | per survey | Estimated | Automation and jobs |
| Labour share of income | percent of GDP | annual | Estimated | Automation and jobs |
| New job titles emerging | count | annual | Observed | Automation and jobs |
| Fatal occupational injuries | per hundred thousand workers | annual | Official | Occupational safety |
| Non-fatal occupational injuries | per hundred thousand workers | annual | Official | Occupational safety |
| Work-related deaths from disease | estimated deaths | per assessment | Estimated | Occupational safety |
| Labour inspectors | per ten thousand employed | annual | Official | Occupational safety |
| Working hours lost to heat stress | percent of working hours | per assessment | Modelled | Occupational safety |
| Workers reporting work-related stress | percent | per survey | Reported | Occupational safety |
| Adult participation in learning | percent of adults in the last twelve months | per survey | Reported | Lifelong learning |
| Participation gap by skill level | percentage point difference | per survey | Reported | Lifelong learning |
| Adult literacy and numeracy proficiency | score | per assessment | Observed | Lifelong learning |
| Public spending on adult learning | percent of GDP | annual | Official | Lifelong learning |
| Workers with paid training leave rights | percent of employees | per assessment | Declared | Lifelong learning |
| Micro-credentials recognised in qualification frameworks | count | per assessment | Official | Lifelong learning |
| Workers earning through platforms | percent of working-age population | per survey | Estimated | Digital work and platforms |
| Online labour activity | index of projects posted | daily | Observed | Digital work and platforms |
| Platform workers with social protection | percent | per survey | Reported | Digital work and platforms |
| Hourly earnings including waiting time | currency units per hour | per survey | Estimated | Digital work and platforms |
| Court and administrative rulings on status | count | annual | Official | Digital work and platforms |
| Algorithmic management transparency obligations | count of jurisdictions | per assessment | Official | Digital work and platforms |
| Youth not in employment, education or training | percent of youth | annual | Official | Education to work transition |
| Youth unemployment rate | percent | quarterly | Official | Education to work transition |
| Time to first stable job | months | per survey | Reported | Education to work transition |
| Apprenticeship participation | count | annual | Official | Education to work transition |
| Graduates in jobs matching their field | percent | per survey | Reported | Education to work transition |
| Informal employment among youth | percent | annual | Official | Education to work transition |
| Vacancy rate in critical occupations | percent of posts | quarterly | Reported | Institutional workforce planning |
| Workforce age profile | share aged fifty-five and over | annual | Official | Institutional workforce planning |
| Training places versus projected need | ratio | annual | Forecast | Institutional workforce planning |
| Staff turnover | percent per year | annual | Observed | Institutional workforce planning |
| Foreign-trained professionals | percent of workforce | annual | Official | Institutional workforce planning |
| Health worker density | per ten thousand population | annual | Official | Institutional workforce planning |
| Population covered by at least one social protection benefit | percent | per assessment | Official | Work and social protection |
| Unemployed receiving benefits | percent of unemployed | annual | Official | Work and social protection |
| Employment injury coverage | percent of labour force | per assessment | Official | Work and social protection |
| Pension coverage | percent above statutory pensionable age receiving a pension | per assessment | Official | Work and social protection |
| Benefit replacement rate | percent of previous earnings | per assessment | Estimated | Work and social protection |
| Spending on active labour market programmes | percent of GDP | annual | Official | Work and social protection |
Analysis runs in Nexus Foundry; reviewed releases are listed here.
Each term as this page uses it. Where a standard-setting body defines the term, the wording follows that body.
| Term | Definition |
|---|---|
| Coordinate reference system | The definition that ties coordinates to locations on Earth, catalogued with EPSG codes. |
| Modifiable areal unit problem | The change in statistical results that comes from how areas are drawn and aggregated. |
| Zonal statistics | Statistics of raster values summarised within boundaries such as districts. |
| Public-safe release | A recorded decision on the detail at which a layer may be published without exposing sensitive sites or people. |
The bodies and documents this page is read against. Status and editions change; each link goes to the issuing body.
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.