Where AI can help
AI can support interview summaries and initial analyses.
US labor-market data in USD. Changing language does not change the country.
✓ United StatesBrazil — data in preparationBrazil is not available yet. We will publish a local dataset after validating CBO mapping and remuneration coverage.
Investigate how an organization works and propose process improvements. They need to understand constraints involving people, costs and operations.
Gather and organize information on problems or procedures.
Confer with personnel concerned to ensure successful functioning of newly implemented systems or procedures.
Analyze data gathered and develop solutions or alternative methods of proceeding.
Document findings of study and prepare recommendations for implementation of new systems, procedures, or organizational changes.
Plan study of work problems and procedures, such as organizational change, communications, information flow, integrated production methods, inventory control, or cost analysis.
A recommendation with diagnosis, alternatives, costs, risks and an implementation plan.
Editorial example, not a reported worker interview. Tools vary by employer.Consultancies and internal improvement teams. Previous industry experience can be important to understand operations.
O*NET® 31.0 ↗Mean is the arithmetic average; median is the midpoint of the wage distribution. National occupational figures are not starting-salary promises.
Percentiles describe the workforce distribution, not junior and senior salary bands. Excludes self-employed workers; see the source for coverage.
BLS · May 2025 · USD/year ↗Includes replacement needs over 2025–2035. These are projections, not open job advertisements.
BLS · 2025–2035 ↗AI can support interview summaries and initial analyses.
Checking causes and feasibility with people doing the work requires contextual investigation.
The task discussion is editorial interpretation. Only the exposure percentage is reproduced from the study; we do not assign percentages to individual tasks.
Anthropic · March 2026 study ↗Use the exercise below to practice a real task, check AI outputs and identify where you need more depth. A career change is one option, not a requirement.
Map a process you know and document a bottleneck, its evidence and a testable change.
Typical requirements in BLS data, not universal hiring rules. Verify the employer’s requirements and any applicable credential or license.
BLS · 2025 ↗Spreadsheets · process maps · interviews and presentations
Editorial example, not a reported worker interview. Tools vary by employer.
These are researched starting points, not personalized recommendations or promises of lower AI exposure. Check the destination’s requirements and your own circumstances.
Process analysis can guide system selection and implementation.
Business knowledge needs demonstrable technical ability alongside it.
Map a process you know and document a bottleneck, its evidence and a testable change.
Use the official occupation title below to search current listings. Check duties, location, experience and compensation. External search results have not been verified as active by this directory.
Management AnalystsSearch external job listings ↗Ask which tasks take the most time, how AI changed the routine and what evidence of skill helped them enter. Compare their experience with the published data.
My Next Move ↗Occupational descriptions adapt the O*NET® 31.0 Database, U.S. Department of Labor, Employment and Training Administration, under CC BY 4.0. Is my job toast? translated, shortened and supplemented the material. USDOL/ETA has not approved or endorsed these changes. CC BY 4.0 ↗