COOKEDthe AI job-risk monitorSYSTEM LIVE
EXPOSURE TO AI
45%
MODERATE
OBSERVED IN REAL USE · Anthropic 2026
1%
of this role’s work is already showing up in real Claude usage (Anthropic Economic Index).
Half in the fire, half out. Choose which half you become.

45% 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. In the blast radius. A real slice of the work is already automatable. The rest isn’t.

WHAT AI CAN ALREADY DO
  • Prepare or present public reports on topics such as bid proposals, deeds, environmental impact statements, or property and right-of-way descriptions
  • Direct engineering activities, ensuring compliance with environmental, safety, or other governmental regulations
  • Plan and design transportation or hydraulic systems or structures, using computer-assisted design or drawing tools
  • Analyze survey reports, maps, drawings, blueprints, aerial photography, or other topographical or geologic data
  • Estimate quantities and cost of materials, equipment, or labor to determine project feasibility
WHAT IT STILL CAN’T
  • Manage and direct the construction, operations, or maintenance activities at project site
  • Inspect project sites to monitor progress and ensure conformance to design specifications and safety or sanitation standards
  • Test soils or materials to determine the adequacy and strength of foundations, concrete, asphalt, or steel
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.
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