OBSERVED IN REAL USE · Anthropic 2026
7%
of this role’s work is already showing up in real Claude usage (Anthropic Economic Index).
Lightly singed at worst. Carry on.
28% of this role’s O*NET tasks are within reach of today’s AI. That is the core-weighted exposure score from Eloundou et al. 2023 (“GPTs are GPTs”). It measures a capability ceiling, not a headcount forecast. Mostly safe. AI helps around the edges, but the job stays human.
WHAT AI CAN ALREADY DO
- Monitor computer-controlled test equipment, according to written or verbal instructions
- Document test results, using cameras, spreadsheets, documents, or other tools
- Read and interpret blueprints, schematics, work specifications, drawings, or charts
- Analyze test data for automotive systems, subsystems, or component parts
- Analyze performance of vehicles or components that have been redesigned to increase fuel efficiency, such as camless or dual-clutch engines or alternative types of air-conditioning systems
WHAT IT STILL CAN’T
- Set up mechanical, hydraulic, or electric test equipment in accordance with engineering specifications, standards, or test procedures
- Inspect or test parts to determine nature or cause of defects or malfunctions
- Install equipment, such as instrumentation, test equipment, engines, or aftermarket products, to ensure proper interfaces
- Perform or execute manual or automated tests of automotive system or component performance, efficiency, or durability
- Maintain test equipment in operational condition by performing routine maintenance or making minor repairs or adjustments as needed
THE HONEST PART. A percentage is not a pink slip. High exposure usually means a role shrinks and shifts toward judgment, direction and responsibility: the parts a model can’t sign its name to. Exposure ≠ displacement. Breathe.
"My job is 28% cooked. What’s yours?"
SOURCES: O*NET 30.3 occupational tasks · Eloundou et al. 2023 (“GPTs are GPTs”,
arXiv:2303.10130) · Anthropic Economic Index 2026 (CC-BY) |
how this is calculated |
last updated 2026-07-16