Where AI can help
AI can generate code, tests and documentation drafts from supplied context.
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.
Design, build and maintain applications used by people and organizations. The work combines architecture, code, testing and product decisions.
Define how application components relate
Write code and integrate services
Test behavior, performance and security
Review changes and investigate production failures
Translate user needs into technical solutions
A shipped feature with tests, documentation and monitoring of its real behavior.
Editorial example, not a reported worker interview. Tools vary by employer.Product teams, consultancies and organizations maintaining digital platforms. The rhythm moves between building, maintenance and incidents.
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 generate code, tests and documentation drafts from supplied context.
Architecture, security, ambiguous requirements and user impact still require technical judgment.
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.
Build a small application, ask AI for two implementations and compare testing, security, maintenance and clarity.
Typical requirements in BLS data, not universal hiring rules. Verify the employer’s requirements and any applicable credential or license.
BLS · 2025 ↗Programming languages · Git · APIs · testing and observability
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.
Building software provides context for testing risks and behavior before release.
Writing code does not replace learning how to prioritize tests and investigate user failures.
Build a small application, ask AI for two implementations and compare testing, security, maintenance and clarity.
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.
Software DevelopersSearch 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 ↗