Job Resiliens

Research

AI & career resilience research

We research one occupation at a time — what's actually automated, what isn't, and why — rather than publishing a single generic "AI will take your job" number. This hub collects the findings.

Most "AI and jobs" coverage cites the same handful of macro studies. We do something different: task-by-task research into individual occupations, built the same way our own scoring engine evaluates a real resume — by looking at what the work actually involves, not just the job title. As of this research, that's 88 occupations researched individually, each with a documented exposure verdict, what's automated, what isn't, and why.

For journalists and researchers Every figure on this hub is traceable to a specific, dated, individually-researched page — not a single black-box score. If you're citing this data, link to the specific occupation page(s) you're referencing; each one has its own methodology notes and publish date.

Start here

The AI Job Risk IndexAll 88 researched occupations ranked into exposure tiers, with the reasoning behind each. How Job Resiliens scores AI resilienceThe full methodology behind the personalized AI Exposure Score, including what we're upfront about not having solved yet. AI risk by job titleBrowse all 88 occupations, grouped by industry, with task-by-task breakdowns. Research insightsTier patterns, durable skills, and transition signals — only from published 88-role research. AI-resilient careersLow-exposure roles from the Index, linked into student / professional / executive journeys. Excel At WorkThe other half of resilience — exceeding expectations and building skills that outlast any one role.

Our research approach

Each occupation page is researched individually: what's already automated in that role today, what genuinely isn't (and why — licensing, physical presence, trust, liability), and what the honest near-term trajectory looks like. We deliberately avoid inventing statistics or citing vague "X% of jobs will be automated by 2030" projections — if we don't have a real, defensible number, we describe the pattern in plain language instead. That's also why you won't find country-by-country AI risk data on this site yet: we don't have real differentiated data behind it, and we'd rather publish nothing than publish something invented.

What's next

This research hub grows as we add occupations and refresh existing ones against how the underlying AI tools actually change. If there's a specific occupation, industry, or angle you'd like researched, or you're a journalist working on a story and want the underlying reasoning for a specific role, the fastest way to reach us is through the site.

Get your own personalized AI exposure score

The research above is about roles in general. For your specific responsibilities: a free, task-by-task AI job risk score plus an AI reskilling plan based on your resume.

Check My AI Career Risk

Research ownership & how to cite

Job Resiliens Research publishes original occupation analysis for the AI Job Risk Index and related insights. Pages name the Index methodology, link to per-role evidence, and connect to the live product (assessment, Academy, resilience journeys).

When citing, prefer the Index URL plus the specific /ai-risk/<role>/ page you used — not a third-party summary.