AI Impact Analysis · 2026 · 15 Occupations
Coding has changed more in 24 months than in the previous 24 years. Below: 15 programming and engineering occupations on the JobForesight AI exposure index, from junior frontend (most exposed) to ML and security (least exposed).
Coding has changed more in 24 months than in the previous 24 years. Large language models — GPT-4, Claude, Gemini — write production-quality code at the level of a competent mid-level engineer. GitHub's Copilot research shows developers using AI tools complete tasks 55% faster. The boilerplate is gone. The first-pass implementation is gone. The unit tests are gone.
What's not gone: deciding what to build, integrating it across systems you don't fully control, debugging at 2am when the production database is on fire, security review, performance tuning, and the kind of judgement that comes from having watched the same architectural mistake fail three times. Senior engineers are less exposed than juniors. Systems and infrastructure roles less exposed than frontend. ML and security engineers least exposed of all — because they sit at the boundary where AI ends and accountability starts.
Below: 15 programming and engineering occupations ranked by AI exposure. The pattern is consistent — junior, framework-bound, frontend roles are most exposed; senior, infrastructure-adjacent, security-conscious roles are least. Take the free 2-minute assessment for a personalised score adjusted for your stack, seniority, and what you actually spend your day on.
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