Intellectual Tenacity at Work: The Role of Occupational Personality Requirements in Shaping Economic Returns Amid Technological Change

48 Pages Posted: 25 Feb 2023 Last revised: 19 Apr 2026

See all articles by Christos Makridis

Christos Makridis

Arizona State University (ASU) - W.P. Carey School of Business; The Gallup Organization; Stanford University - Stanford Institute for Human-Centered Artificial Intelligence; Institute for the Future (IFF), Department of Digital Innovation, School of Business, University of Nicosia

Louis Hickman

Virginia Tech

Date Written: February 20, 2023

Abstract

Automation and technology are rapidly disrupting the labor market. We investigate changes in the returns to occupational personality requirements---the ways of thinking, feeling, and behaving required to succeed in a given occupation---and discuss the implications for organizational strategy. Using job incumbent ratings from the U.S. Department of Labor's Occupational Information Network (O*NET), we identify two broad occupational personality requirements: intellectual tenacity (achievement/effort, persistence, initiative, analytical thinking, innovation, and independence) and social adjustment (emotion regulation, concern for others, social orientation, cooperation, and stress tolerance). Among over 15 million respondents from the U.S. Census Bureau's American Community Survey from 2006 to 2024 and controlling for demographic and time-invariant occupational and industry characteristics, individuals in occupations requiring intellectual tenacity earn higher hourly wages---even controlling for cognitive ability requirements---and the premium grew substantially over this period. Exploiting cross-occupational variation in generative AI exposure and an event-study design, the rising premium is concentrated in occupations with above-median exposure to large language models, consistent with intellectual tenacity complementing AI adoption. In contrast, the social adjustment premium has declined. Results are robust to controlling for time-varying changes in the returns to cognitive ability and alternative factor structures, suggesting that organizations should prioritize intellectual tenacity in hiring and workforce development.

Keywords: Earnings, Personality, Non-Cognitive, Human Capital, Future of Work

JEL Classification: J21, J23, J24, J31

Suggested Citation

Makridis, Christos and Hickman, Louis, Intellectual Tenacity at Work: The Role of Occupational Personality Requirements in Shaping Economic Returns Amid Technological Change (February 20, 2023). Available at SSRN: https://ssrn.com/abstract=4365176 or http://dx.doi.org/10.2139/ssrn.4365176

Christos Makridis (Contact Author)

Arizona State University (ASU) - W.P. Carey School of Business ( email )

Tempe, AZ 85287-3706
United States

The Gallup Organization ( email )

Washington, DC 20004
United States

Stanford University - Stanford Institute for Human-Centered Artificial Intelligence ( email )

210 Panama St.
Cordura Hall
Stanford, CA 94305
United States

Institute for the Future (IFF), Department of Digital Innovation, School of Business, University of Nicosia ( email )

Nicosia, 2417
Cyprus

Louis Hickman

Virginia Tech

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