Home

About

Team

Prashant Garg

Imperial College London

Tommaso Crosta

Bocconi University

Jasmin Baier

University of Oxford

Ongoing work

Part of a broader task-based measurement agenda.

Skills

Links tasks to skills to study transferability, reskilling paths, and learning costs.

Task-skill links for reskilling paths.

Production methods

Maps goods and services into task graphs, including different ways to produce the same output.

Task graphs for goods and services.

Management

Classifies management-practice tasks to compare managerial content across countries, occupations, and firms.

Management-practice task content.

Acknowledgements

We thank Tabiya and the International Growth Centre for support.

Tabiya International Growth Centre

Website build

How we built the website.

PDF

Build note

How this website was built

Research objects

The site follows the same objects as the paper: countries, O*NET tasks, task-country labels, occupations, industries, ESCO skills, and the task-skill network.

Build stack

Astro, React, TypeScript, D3, TopoJSON, GitHub, and Cloudflare Pages.

AI-assisted workflow

Claude Code and Codex helped with implementation, refactoring, browser checks, and visual iteration. The research team made the scientific, textual, and design decisions.

Maintenance

Figures, maps, tables, and downloads are generated from release files so the website can be refreshed as the paper changes.