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Tina Highfill

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Review Open access 2026

AI Utilization and Economic Performance

Do state-industry cells that report more intensive artificial intelligence (AI) use in 2025–2026 also exhibit stronger economic performance over 2016–2024? We combine a state-by-industry measure of worker-reported frequent AI use from the Gallup Workforce Panel with an industry-level measure of employer-reported AI use...

Christos A. Makridis, Tina Highfill, Jon D. Samuels · 0 citations
Review 2026

AI Expectations and Outcomes

Whether businesses’ expectations about their use of AI have translated into the desired outcomes is studied to find some evidence that stated motivations for using AI are linked to related changes in production processes; importantly, use cases for AI are associated with increased intensity of R&D use.

Tina Highfill, Jon D. Samuels · 0 citations

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