Augment
Keep the role; AI speeds drafts, triage, or research while judgement and accountability stay human.
All sixty professions ranked by how much of the work resists automation — and the reasoning behind each score.
Every profession on this site, ranked by how much of its actual work resists automation. The score is reasoned from tasks rather than job titles: a role is only as safe as the parts of it a machine cannot yet do, and no title is protected by prestige alone.
Scores are editorial judgements anchored to the task breakdown on each profession's AI page, not forecasts.
Three reversible lenses: augment the work, replace a slice, or open a niche. Teaching marks — not forecasts.
Keep the role; AI speeds drafts, triage, or research while judgement and accountability stay human.
A narrow task stack may compress first (templates, first drafts, routine scoring) while adjacent craft grows.
Oversight, integration, and domain QA roles can appear where AI output must be trusted in regulated settings.