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Underestimating Learning by Doing

delete2025-11-01
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PRE
AI
S
Samantha Horn *
G
George Loewenstein
DOI:10.1257/mic.20240141delete
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Abstract

Abstract

En 中文
Many economic decisions, such as whether to invest in developing new skills, change professions, or purchase a technology, benefit from accurate estimation of skill acquisition. We examine the accuracy of such predictions by having study participants predict the speed at which they will master unfamiliar tasks. Across three studies involving two types of tasks and two levels of difficulty, we find systematic underestimation of learning, even after receiving feedback. In a fourth study, participants predicting others' performance showed significantly less underestimation, suggesting that projection bias- overreliance on immediate perceptions of effort and difficulty-may drive prediction errors.
Keywords:
KNOWLEDGE
JUDGMENTS
STABILITY
CURVES
CAUSAL
MODEL
BIAS

Journal

A
American Economic Journal-Microeconomics
IF:
2.1
Papers:
37
Citations:
1.8K

Organization

U
University of Chicago
Scholars:
1.7K
Papers: 741
Citations: 6.7W
C
carnegie mellon university
Scholars:
2.1K
Papers: 991
Citations: 0
Cited Papers

Cited Papers

Learning Curves in Health Care
err2003-01-01
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errJ. Deane Waldman; Steven A. Yourstone; Howard L. Smith
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Separate Neural Systems Value Immediate and Delayed Monetary Rewards
err2004-10-15
err0
PREAI
errSamuel M. McClure; David I. Laibson; George Loewenstein; Jonathan D. Cohen
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Underpredicting Learning after Initial Experience with a Product
err2011-02-01
err44
PREAI
errBilleter, Darron; Kalra, Ajay; Loewenstein, George
errShare
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