Lawyers

Analysis reviewed 2026-08, using O*NET 30.3 and BLS projections for 2024–2034. The score, skills and ranking panels use the latest dataset.

21 out of 100, one of the lowest scores on this site, bought almost entirely by a freedom-to-set-tasks score of 94.

Jobs grow 4.1% and senior practice is well insulated. The leverage model underneath it, where juniors do document work that partners bill, is the part being automated.

The score describes a partner, not an associate

Your descriptors are extreme. Automation 11, repetition 48, freedom to set tasks 94, the highest of any occupation covered here. The model is reading a job in which almost nothing is prescribed. That is accurate for a partner and a poor description of a second-year associate, whose day is prescribed by somebody else.

1. Document review at volumeThe economic base of large-matter litigation, and the first thing to go.
2. First-draft research memosIssue-spotting and a survey of authority now arrive in minutes, with citations that must be verified because models invent them.
3. Contract review against a playbookFlagging deviations from standard positions across a stack of NDAs or leases.
4. Due diligence summarisationReading a data room and producing the schedule of findings.

What is still yours

Speaking leads your profile at 91, then reading comprehension, active listening and critical thinking at 88 each. Persuasion sits at 75 and carries into other work at only 53, which is another way of saying it is scarce. Judgment and complex problem solving both sit at 78. Nothing in that profile is a drafting task.

The uncomfortable part is the training pipeline. If the billable work that taught associates judgment disappears, the profession has to invent another way to produce partners. Firms that solve it will pull ahead. The rest will discover in a decade that they have no bench.

• Advising on the risk they did not ask aboutThe value sits in the question the client should have asked.
• NegotiationReading the other side in the room and knowing when to concede. Persuasion at 75 importance, carrying at 53.
• AdvocacyA hearing is live, adversarial and unscripted.
• Carrying the liabilityPrivilege, duty and professional responsibility attach to a person. That is what the client is buying.

Where the ranking actually leads

Your board is the least useful in this batch and it is worth saying why. The scoring rewards elite generalist reasoning, and your scores on reasoning and communication are so high that they resemble the profile of almost any senior professional. Two of the entries below are gated by things a skill vector cannot see: an appointment, and several hundred flight hours.

• Judges, Magistrate Judges, and MagistratesReachableyears, and not on merit alone

  $153,990 · +2.8% jobs · exposure 29

  Gap 0.043, the smallest on the board, at a $153,990 median with exposure of 29. The distance in skills is almost nothing. The distance in practice runs through appointment or election, which no course shortens.

• Marketing ManagersReachable12 to 24 months

  $166,790 · +6.9% jobs · exposure 29

  Gap 0.111 and a $166,790 median, above what you earn now, at exposure 27. Persuasion and audience judgment transfer directly. Most lawyers never look at this row.

• Chief Sustainability OfficersA stretch2 to 4 years

  $213,990 · +3.2% jobs · exposure 16

  Gap 0.138 and the highest median on your board at $213,990, with exposure of 16, the lowest of anything ranked here. Sustainability and governance leadership wants regulatory reading plus board-level persuasion. It is a real destination and a slow one.

• Airline Pilots, Copilots, and Flight EngineersNot a routenot a route

  $232,140 · +8.3% jobs · exposure 58

  Gap 0.232 with a $232,140 median attached. Commercial flying needs licences and logged hours. The ranking is matching cognitive profiles, not admissibility.