Research
Research outputs built on the atlas.
The atlas is a public measurement system. This page collects the research built on top of it — the paper, the plain-language findings summary, the methods, case studies, and the ISCO/ISIC universe view.
Each surface links back to the underlying country-conditioned task panel.
Results
Key findings
Start here for a plain-language tour of the atlas's main descriptive results before diving into the paper or data.
Open →Paper
Companion paper
The full research argument, methods, validation, and supplementary material. Available as HTML or PDF.
Open →Methods
How the atlas is built
From standardized tasks to country-conditioned exposure to the public layers — the pipeline and the measurement boundaries.
Open →Case studies
Country and thematic diagnostics
Editorial applications of the atlas — single-country briefs, regional comparisons, and thematic framings.
Open →Universe view
ISCO and ISIC composition
The exposure decomposition across every two-digit occupation and manufacturing industry, filterable by country, income group, or region.
Open →