Career guides

See how AI changes the work inside a career

These guides examine task-level exposure, not whether an occupation simply disappears. Compare the work AI may compress with the judgment, trust, verification, and accountability that remain important.

Job titles hide very different task mixes. Each guide shows the general pattern inside an occupation; the assessment uses the work you actually do.

Compare the current guides

01 · Software engineers

Will AI replace software engineers?

AI compresses first
Implementation drafts, tests, documentation, familiar debugging
Human leverage remains
Architecture, security, production ownership, product judgment

How much of your week is code production versus system ownership?

Explore software engineering tasks
02 · Lawyers

Will AI replace lawyers?

AI compresses first
Research, document review, first drafts, case organization
Human leverage remains
Advice, negotiation, ethics, representation, accountability

How much of your work is repeatable document processing versus client judgment?

Explore legal tasks
03 · Accountants

Will AI replace accountants?

AI compresses first
Classification, reconciliation, report drafts, anomaly review
Human leverage remains
Controls, evidence, accounting judgment, business interpretation

Are you mainly processing transactions or interpreting and controlling the system?

Explore accounting tasks

How the guides work

  1. 01

    Start with the occupation. Use O*NET and BLS tasks to define the broad work pattern.

  2. 02

    Separate compression from responsibility. Identify where AI accelerates production and where people still supply context, verification, trust, or accountable judgment.

  3. 03

    Personalize the task mix. Use the assessment because two people with the same title can have materially different exposure.

Your title does not show your full task mix

Use the assessment to map the work you actually do, compare task exposure with human responsibility, and identify the capabilities worth strengthening next.

Assess my actual work