(Inaccurate) Beliefs about Skill Decay

54 Pages Posted: 26 Aug 2024

See all articles by Daniel Connolly

Daniel Connolly

Carnegie Mellon University - Department of Social and Decision Sciences

Samantha Horn

The University of Chicago

George Loewenstein

Carnegie Mellon University - Department of Social and Decision Sciences

Date Written: August 05, 2024

Abstract

For many skills, performance declines without practice, and accurate beliefs about the rate of this decline are important for a range of human capital investment decisions. Across five preregistered experiments (N=3,016) and three distinct tasks, we examine the accuracy of beliefs about one's own and others' skill decay. In the first three experiments, participants consistently underestimated their own skill decay, by 28% to 59% depending on task type, with little variation by break length. In a fourth experiment we study whether people's accuracy improves after skill decay has actually occurred, by eliciting predictions both before and after a two-week break. Although predictions become 60% more accurate, underestimation persists. In the fifth experiment, we randomized participants to different levels of task experience and elicited beliefs about others' skill decay. While participants had more accurate beliefs about others' skill decay, they still underestimated decay, on average, and task experience did not significantly affect predictions. Finally, leveraging methods from machine learning, we find robust evidence that age is an important factor in the underestimation of skill decay: belief errors increase with age because, while older participants exhibit greater declines in their skill level, their predictions fail to account for this difference. Taken together, our findings reveal a consistent underestimation of skill decay, suggesting a potential for errors in human capital investment decisions when making choices for oneself and for others.

Keywords: learning, beliefs, skill decay

JEL Classification: C91, D83, D91

Suggested Citation

Connolly, Daniel and Horn, Samantha and Loewenstein, George F., (Inaccurate) Beliefs about Skill Decay (August 05, 2024). Available at SSRN: https://ssrn.com/abstract=4916412 or http://dx.doi.org/10.2139/ssrn.4916412

Daniel Connolly

Carnegie Mellon University - Department of Social and Decision Sciences ( email )

Pittsburgh, PA 15213-3890
United States

HOME PAGE: http://danieljconnolly.com

Samantha Horn (Contact Author)

The University of Chicago ( email )

Chicago
United States

George F. Loewenstein

Carnegie Mellon University - Department of Social and Decision Sciences ( email )

Pittsburgh, PA 15213-3890
United States
412-268-8787 (Phone)
412-268-6938 (Fax)

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