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Sources: occupation data from O*NET 31.0 (U.S. Department of Labor, Employment and Training Administration, CC BY 4.0; 311 Institute has modified this information, and USDOL/ETA has not approved, endorsed or tested these modifications. O*NET® is a trademark of USDOL/ETA), US pay and jobs from BLS OEWS May 2025, AI use by task and robot exposure from the Anthropic Economic Index and “What work can robots do?” (CC BY). C-suite, futures, speaking and performance roles are defined by the 311 Strategic Intelligence Unit. Insight, not advice.

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