# Work Risk Lab

> Structured AI job replacement risk scores, augmentation metrics, wage protection indices, and career defense data for thousands of role profiles.

Work Risk Lab is a programmatic career intelligence site. Agents and developers should prefer the JSON API over HTML scraping.

## Preferred entry points

- API catalog (RFC 9727): https://www.workrisklab.com/.well-known/api-catalog
- API documentation: https://www.workrisklab.com/docs/api/
- JSON Schema: https://www.workrisklab.com/docs/api/schema.json
- Health check: https://www.workrisklab.com/.well-known/health.json
- Sitemap: https://www.workrisklab.com/sitemap-index.xml

## JSON API patterns

- Global profile: https://www.workrisklab.com/api/jobs/{slug}.json
- Regional profile: https://www.workrisklab.com/api/jobs/{region}/{slug}.json

Regions: us, uk, au, ca, eu

## Example endpoints

- https://www.workrisklab.com/api/jobs/accountant.json
- https://www.workrisklab.com/api/jobs/us/entry-level-software-developer-technology.json
- https://www.workrisklab.com/api/jobs/uk/senior-executive-copywriter-marketing-media.json

## Response fields

Each JSON node includes: name, occupationalCategory, aiRiskScore, aiAugmentationScore, wageProtectionIndex, topThreats, vulnerabilityBluf, safestTasksSummary, defenseSkills, faq, url.

## Usage policy

Public read access is available for discovery and citation. Bulk commercial ingestion may require authentication in future releases. See /terms/ and /docs/api/.

## Content signals

Search indexing and AI input for citation are permitted. Bulk AI training on this corpus is declined (see robots.txt Content-Signal).