Career Guides
Research-backed guides on AI job displacement and future-proofing your career.
Understanding AI's Impact on Employment
How AI affects different job types, which tasks are automatable, and what the BLS and O*NET data actually show about job displacement.
How to Future-Proof Your Career Against AI
Practical strategies for building skills that are hard to automate, identifying growing occupations, and positioning yourself for the AI era.
How to Read AI Exposure Scores
What AI exposure scores actually measure, how to interpret the ranges, and common misinterpretations to avoid when planning your career.
Fastest Growing Occupations Through 2034
Which occupations are adding the most jobs through 2034 — healthcare, clean energy, and tech lead the way according to BLS projections.
Understanding Employer AI Risk Grades
How PlainWorkforce grades employers by AI exposure — what the grades mean, how they are calculated, and how to use them for job searching.
Methodology
Our guides are based on publicly available data from authoritative government sources. All statistics, ratings, and figures cited in these guides are drawn directly from official datasets and publications, with sources clearly referenced throughout.
We aim to present complex government data in plain language that is accessible to general audiences. When methodologies differ between data sources or change over time, we note these variations inline. Our editorial process includes regular reviews to ensure accuracy and timeliness of the information presented.