Sources

The source shelf is part of the product

A readable career guide should make it easy to see where its claims come from, which fields are used, and when the underlying data was released and retrieved.

A researcher tracing occupational claims back to public source records

BLS

Employment projections and worker characteristics

Release: 2025-2035 projections · 2026-08-27
Retrieved: September 10, 2026
Source ID: bls-ep-2025-35

Fields used

projected employment and employment change
median annual wage
typical entry education
related work experience
typical on-the-job training

No separate license note is stored; consult the provider's website policies.

Open authoritative source

BLS

AI exposure categories

Release: 2025-2035 projections cycle · 2026-08-27
Retrieved: September 10, 2026
Source ID: bls-ai-2025-35

Fields used

relative AI exposure category

No separate license note is stored; consult the provider's website policies.

Open authoritative source

ONET

O*NET Database

Release: O*NET 31.0 · 2026-08
Retrieved: September 10, 2026
Source ID: onet-31.0

Fields used

occupation descriptions and representative tasks
skills, knowledge, and work activities
technology skills and preparation context

Creative Commons license; see O*NET database license page

Open authoritative source

How source data reaches the site

Raw source files are downloaded during an explicit data-refresh workflow. Reviewed, normalized JSON is committed with the site, so ordinary page rendering does not depend on live BLS or O*NET availability.