Sources you can follow.
Limits you can see.

Research dates and geography

The research cutoff is October 1, 2026. The publication focuses on the United States. Career profiles use May 2025 pay and 2025–2035 employment projections from the retrieved BLS Occupational Outlook Handbook pages. These are national measures; local hiring, wages, licensing, and training vary.

Three kinds of statement

Observed evidence describes what researchers measured in a particular setting. Forecasts describe estimated future employment under stated methods and assumptions. Editorial interpretation explains what task patterns may mean for a reader’s next decision. The ebook labels these distinctions and links to sources.

Important limits

• Median occupational pay is not expected starting pay and generally excludes self-employed workers.
• A growing occupation can still be difficult for beginners to enter. A declining occupation can still have replacement openings.
• Some BLS demand categories combine roles. Profiles identify when the pay subgroup differs from the demand group.
• Training budget ranges are illustrative planning allowances, not national tuition statistics or program quotes.
• Career labels are not validated risk scores or probabilities of job loss.
• All worked examples are fictional and labeled. No testimonials or client outcomes are claimed.

Selected primary sources

• U.S. Bureau of Labor Statistics: Occupational Outlook Handbook
• O*NET OnLine: tasks, skills, and work context
• ILO: Generative AI and Jobs, 2025 exposure index
• Brynjolfsson, Li, and Raymond: Generative AI at Work
• METR: February 2026 developer-productivity update and limitations
• U.S. Department of Labor: apprenticeship pathways
• FTC: choosing a vocational school or certificate program

The ebook contains 45 linked BLS career sources and 14 research and practical resource references. Inclusion of a source does not imply endorsement by that organization.

Corrections and newer information

Sources and requirements can change. Check the original source before a major decision. To flag a possible correction, contact support with the page number and relevant evidence. No ongoing update subscription is included.