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EXPOSURE TO AI
83%
SEVERE
OBSERVED IN REAL USE · Anthropic 2026
15%
of this role’s work is already showing up in real Claude usage (Anthropic Economic Index).
Well done. And by that we mean: cooked.

83% 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. Deeply cooked. Almost the entire task list is something a model can already attempt.

WHAT AI CAN ALREADY DO
  • Prepare insurance claim forms or related documents, and review them for completeness
  • Post or attach information to claim file
  • Transmit claims for payment or further investigation
  • Organize or work with detailed office or warehouse records, using computers to enter, access, search or retrieve data
  • Correspond with insured or agent to obtain information or to inform them of account status or changes
WHAT IT STILL CAN’T
  • Almost nothing here is clearly out of reach. That’s the warning in this one.
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