Will AI Replace My Job? Start With the Work, Not the Headline
A practical guide to AI task exposure, occupation scores, and career decisions. Understand what an assessment can and cannot tell you.
3 min read · Published
Make sense of the shift.
Explore how AI affects jobs, what exposure scores can tell you, and how to plan your next career step.
AI and career guides: 20 essays.
Lower-Exposure Careers: 30 Roles to Investigate
Explore 30 lower-scoring roles in the Replaceability Index. Compare training, pay, demand, and task mix without treating a score as a guarantee.
2 min read · Published
AI Replaceability Scores by Occupation: How to Read the Index
Understand the 0 to 100 exposure scale, occupation averages, assessment paths, and the separate Career Health score.
2 min read · Published
OECD AI Capability Indicators: What They Tell Us About Work
How to interpret the 2025 OECD capability framework without confusing benchmark capability, task exposure, and actual job loss.
2 min read · Published
AI Exposure by SOC Code: Compare the Same Occupation
Use occupational codes to compare role estimates, avoid title mismatches, and inspect the public Replaceability Index dataset.
2 min read · Published
The Replaceability Index Dataset: Access, Fields, and Limits
Download the public CSV or JSON, understand its nine CSV fields, and distinguish labor statistics from curated exposure estimates.
2 min read · Published
Frey-Osborne and the Replaceability Index: Compare With Care
What a comparison between two automation frameworks can show, and why correlation is not validation of future job losses.
2 min read · Published
High Pay Does Not Settle the AI Exposure Question
Compare pay and task exposure without assuming a salary threshold makes a career safe or a target for automation.
2 min read · Published
An AI Job Replacement Calculator Is a Starting Point
How to describe your work, interpret a generated exposure assessment, and turn the result into a useful task experiment.
2 min read · Published
Build Career Resilience: A Practical 12-Month Plan
A flexible plan for understanding task exposure, testing AI tools, strengthening responsibility, and evaluating career options.
2 min read · Published
AI Exposure by Profession: Keep the Meaning of the Number Clear
The difference between task exposure, automation, adoption, and employment outcomes, with practical ways to compare professions.
2 min read · Published
Become More Useful as AI Changes the Work
A 90-day approach to task experiments, judgment, and responsibility without promising permanent protection from AI.
2 min read · Published
AI in Legal Work: Drafting Is Not the Whole Job
A task-level guide to legal work: where to test AI, what to verify, and how to interpret exposure scores.
2 min read · Published
AI in Healthcare: Different Tasks, Different Stakes
A task-level guide to healthcare work: where to test AI, what to verify, and how to interpret exposure scores.
2 min read · Published
AI in Software Engineering: Beyond Generating Code
A task-level guide to software engineering work: where to test AI, what to verify, and how to interpret exposure scores.
2 min read · Published
AI in Accounting: Follow the Controls, Not the Hype
A task-level guide to accounting work: where to test AI, what to verify, and how to interpret exposure scores.
2 min read · Published
AI in Education: Look Beyond the Lesson Plan
A task-level guide to education work: where to test AI, what to verify, and how to interpret exposure scores.
2 min read · Published
AI in Insurance: Routine Cases and Difficult Decisions
A task-level guide to insurance work: where to test AI, what to verify, and how to interpret exposure scores.
2 min read · Published
AI in Marketing: Production, Judgment, and Accountability
A task-level guide to marketing work: where to test AI, what to verify, and how to interpret exposure scores.
2 min read · Published
AI in Finance: Analysis Is Not the Same as a Decision
A task-level guide to finance work: where to test AI, what to verify, and how to interpret exposure scores.
2 min read · Published
Sources and methodology
The score is a relative index of task exposure from 0 to 100. It is not a percentage chance of losing a job or a forecast of layoffs. Individual tasks, employer choices, adoption, and regulation all matter.
The Index uses stored BLS-based occupation data. O*NET, OECD capability indicators, and task-exposure research are contextual references. The derivation of the stored occupation scores is not reproducibly documented in the published dataset.
The source snapshot does not record the wage-survey year or employment-projection window. Check the original BLS release before treating these figures as current. Editorial changes and export dates do not establish data freshness.