JobAIRisk

Machinists

Machinists — AI exposure, safer roles, and a pivot plan.

Also known as: Carbide Operator · Aircraft Machinist · Conventional Machinist · Auto Machinist (Automotive Machinist) · CNC Machinist (Computer Numerical Control Machinist) · CNC Machinist (Computer Numeric Controlled Machinist)

AI Task Exposure Score

High exposure

More exposed than 53% of 968 occupations · Rank #429 (1 = most exposed)

This score estimates how exposed the tasks in a role are to current and near-term AI capabilities. It does not predict whether a specific person will lose a job.

Most exposed tasks

Highest structured exposure values in this role’s task mix — the work AI systems can already do most of.

  • Check work pieces to ensure that they are properly lubricated or cooled.61

Augmentable tasks

Work where AI assists rather than replaces — the productivity frontier of this role.

  • Calculate dimensions or tolerances, using instruments, such as micrometers or vernier calipers.59
  • Study sample parts, blueprints, drawings, or engineering information to determine methods or sequences of operations needed to fabricate products.59
  • Monitor the feed and speed of machines during the machining process.58

Most durable tasks

Lowest exposure — typically judgment, relationships, physical presence, or accountability. This is the human moat.

  • Design fixtures, tooling, or experimental parts to meet special engineering needs.34

Task exposure values and classifications come from the versioned data release — they are structured data, not model output. Bars show exposure contribution relative to this role’s task mix.

What this means

A score of 50 puts Machinists in the third quartile of analyzed occupations. In practice, exposure this high is about the mix: 1 of 20 analyzed tasks lean automatable, 18 augmentable, and 1 durable. The useful question isn’t “will AI take this job” — it’s which tasks go first, which get faster, and where to reposition time. That’s what the personalized report maps against your actual week.

One next move: audit how much of your week sits in the exposed tasks above — then shift time toward the durable set or investigate the adjacent roles below.

Lower-exposure adjacent roles

Shown only when the target is at least 10 points lower under the same score version and skill overlap is at least 50%. These are adjacent roles with lower task exposure — not guaranteed “safe careers”.

Labor-market context

  • $58,750median wage
  • 287,050employed
  • 29,500annual openings
  • +0.0%projected growth

Context only — labor statistics are not inputs to the exposure score. See methodology.

Your week probably doesn’t match the average

This page scores the occupation. The $9 Personalized Risk & Action Report scores your task mix — paste what you actually do and get your own score, confidence level, task matrix, human moat, and a 7/30/90-day plan.

Personalize my result — $9

Related roles

Adjacent by skills or family — no exposure claim implied.

FAQ — Machinists

What does a score of 50 mean for a Machinists?
It means that, weighted across the 20 tasks we analyzed for this role, the task mix sits at 50 on a 0–100 exposure scale — in the third quartile of analyzed occupations. It measures task exposure to current and near-term AI capabilities, not the probability of losing a job.
Which tasks in this role are most exposed to AI?
The highest-exposure tasks are: Check work pieces to ensure that they are properly lubricated or cooled. Exposure is scored per task from structured data, not generated by a language model.
Which parts of this job are most durable?
The most durable responsibilities are: Design fixtures, tooling, or experimental parts to meet special engineering needs. Durable tasks typically depend on judgment, relationships, physical presence, or accountability.
Is this score personalized to me?
No — this page shows the occupation-level baseline. Two people with the same title often do different work. The $9 personalized report recalculates the score from the tasks you actually do and builds a concrete 7/30/90-day plan around them.

Score version jr-v1 · data release 2026.07.11-r1 · updated 2026-07-11 · baseline mapping: 20 of 20 tasks carry source-level provenance · methodology