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Higher incentives can impair performance: neural evidence on reinforcement and rationality
Author(s) -
Anja Achtziger,
Carlos AlósFerrer,
Sabine Hügelschäfer,
Marco Steinhauser
Publication year - 2015
Publication title -
social cognitive and affective neuroscience
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 2.229
H-Index - 103
eISSN - 1749-5024
pISSN - 1749-5016
DOI - 10.1093/scan/nsv036
Subject(s) - incentive , reinforcement learning , psychology , rationality , reinforcement , cognitive psychology , mechanism (biology) , negativity effect , odds , task (project management) , social psychology , negative feedback , microeconomics , economics , computer science , artificial intelligence , logistic regression , machine learning , philosophy , management , epistemology , political science , law , physics , quantum mechanics , voltage
Standard economic thinking postulates that increased monetary incentives should increase performance. Human decision makers, however, frequently focus on past performance, a form of reinforcement learning occasionally at odds with rational decision making. We used an incentivized belief-updating task from economics to investigate this conflict through measurements of neural correlates of reward processing. We found that higher incentives fail to improve performance when immediate feedback on decision outcomes is provided. Subsequent analysis of the feedback-related negativity, an early event-related potential following feedback, revealed the mechanism behind this paradoxical effect. As incentives increase, the win/lose feedback becomes more prominent, leading to an increased reliance on reinforcement and more errors. This mechanism is relevant for economic decision making and the debate on performance-based payment.

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