GCRI · Future of Work and Skills
Data and technical methods
The public technical tools of Future of Work and Skills: the models and data behind them, how to reproduce a view and the uncertainty it carries.
The workspace for data and technical methods.
Pipeline
Data and technical methods · Workspace WS-60 · Example interface, not a record
Stages
- Ingest4 sources
- Validateschema · licence
- Transformversioned
- ModelEconomics
- Testheld-out
- Releasewith limits
Artefacts
| Labour force survey | v5.3 | To check | SURVEY |
| Vacancy data | v4.5 | Open | OBSERVED |
| Occupation task database | v5.7 | Open | DERIVED |
| Training records | v3.1 | Open | REPORTED |
Compute quota
share used vs alert level
Future of Work and Skills · Pipeline. Pipeline: example names and illustrative values, not a record.
What is published here.
What every work and skills tool should state about itself.
Work and skills tools serve labour ministries, employers’ and workers’ organisations and training providers. A specialist checks the occupation taxonomy, the exposure method and the coverage of informal work. Tools rest on econometrics and AI and support the automation and jobs and labour market change topics. Exposure scores are published with the task data they rest on, so users can rerun them with a national taxonomy.
- Occupation taxonomy used.
- Exposure method.
- Coverage of informal work.
How the process runs.
Process explorer · Process
Data and technical methods: Layers to published map
7 steps·4 stages·1 gate
Process
Data and technical methods: 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.
Working with the tools.
Analysis runs in Foundry for authorised projects. Public pages show released views only, each with its time and space reference and its rights.
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.
Pages in Data and technical methods.
Questions and answers.
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