/api/occupations.json
The full dataset: scores, risk bands, wage context, task signals, and transition pathways for all 620 tracked occupations.
curl https://displacement.ai/api/occupations.json
Displacement data, machine-readable
Every score on displacement.ai is available as static JSON and plain text — no keys, no accounts, no rate limits beyond normal hosting. Built for agents, researchers, and career tools that need task-level AI displacement signals.
Endpoints
Five stable URLs
/api/occupations/{slug}.json
One occupation per endpoint, including task-level automation signals and safer transition paths.
curl https://displacement.ai/api/occupations/data-entry-keyers.json
/llms.txt
Topic map of the site for language-model crawlers: core pages, primary topics, and key URLs.
curl https://displacement.ai/llms.txt
/llms-full.txt
Full plain-text digest: every occupation with scores and summary, every category, and every glossary term in one fetch.
curl https://displacement.ai/llms-full.txt
/ai-workforce-displacement-2026-chart-data.csv
Chart data behind the 2026 workforce displacement brief.
curl https://displacement.ai/ai-workforce-displacement-2026-chart-data.csv
MCP server for agents
The dataset is also available over MCP (Model Context Protocol), so agents like Claude, Cursor, or custom assistants can call displacement.ai as a tool: look up occupation risk, compare roles side by side, list jobs by risk band, and fetch safer transition paths.
Hosted endpoint (no install, Streamable HTTP): https://displacement.ai/api/mcp — add it as a
remote MCP server in any compatible client. A local stdio version and full setup notes live at
github.com/crosstabs/displacement-ai/tree/main/mcp
How to read the scores
All scores are 0-100 planning signals from a versioned model. Displacement pressure combines task exposure, automation potential, augmentation potential, wage vulnerability, and transition feasibility. Risk bands: very high (70+), high (55-69), moderate (35-54), low (below 35). The model label and review date ship inside every JSON response.
Free to use with attribution to displacement.ai. Scores are planning signals, not forecasts — confirm local wages, hiring demand, credentials, and licensing before making career decisions. See the methodology for the full model description and its limits.