TY - JOUR
T1 - Children's Sensitivity to Cost and Reward in Decision Making across Distinct Domains of Probability, Effort, and Delay
AU - Gatzke-Kopp, Lisa M.
AU - Ram, Nilam
AU - Lydon-Staley, David M.
AU - DuPuis, David
N1 - Funding Information:
The Family Life Project is funded by NICHD P01HD039667 with co-funding from the National Institute of Drug Abuse. This study was funded by a grant from the National Science Foundation, SES-1150844, to the first author. Additional support was provided by the National Institutes of Health in support of the second author (R01 HD076994, R24 HD041025, and UL TR000127) and the third and fourth authors (T32 DA017629). The third author was also supported by an ISSBD-JJF Mentored Fellowship for Early Career Scholars. The authors also wish to thank the Social Science Research Institute at Penn State for its instrumental support in project development. This study was made possible by the work of the Family Life Investigators including Lynne Vernon-Feagans, Mark Greenberg, Clancy Blair, Margaret Burchinal, Martha Cox, Patricia Garrett-Peters, Jennifer Frank, Roger Mills-Koonce, and Michael Willoughby.
Publisher Copyright:
Copyright © 2017 John Wiley & Sons, Ltd.
PY - 2018/1
Y1 - 2018/1
N2 - Many behavioral paradigms used to study individuals' decision-making tendencies do not capture the decision components that contribute to behavioral outcomes, such as differentiating decisions driven toward a reward from decisions driven away from a cost. This study tested a novel decision-making task in a sample of 403 children (age 9 years) enrolled in an ongoing longitudinal study. The task consisted of three blocks representing distinct cost domains (delay, probability, and effort), wherein children were presented with a deck of cards, each of which consisted of a reward and a cost. Children elected whether to accept or skip the card at each trial. Reward–cost pairs were selected by using an adaptive algorithm to strategically sample the decision space in the fewest number of trials. Using person-specific regression models, decision preferences were quantified for each cost domain with respect to general tolerance (intercept), as well as parameters estimating the effect of incremental increases in reward or cost on the probability of accepting a card. Results support the relative independence of decision-making tendencies across cost domains, with moderate correlations observed between tolerance for delay and effort. Specific decision parameters showed unique associations with cognitive and behavioral measures including executive function, academic motivation, anxiety, and hyperactivity. Evidence indicates that sensitivity to reward is an important factor in incentivizing decisions to work harder or wait longer. Dissociating the relative contributions of reward and cost sensitivity in multiple domains may facilitate the identification of heterogeneity in suboptimal decision making.
AB - Many behavioral paradigms used to study individuals' decision-making tendencies do not capture the decision components that contribute to behavioral outcomes, such as differentiating decisions driven toward a reward from decisions driven away from a cost. This study tested a novel decision-making task in a sample of 403 children (age 9 years) enrolled in an ongoing longitudinal study. The task consisted of three blocks representing distinct cost domains (delay, probability, and effort), wherein children were presented with a deck of cards, each of which consisted of a reward and a cost. Children elected whether to accept or skip the card at each trial. Reward–cost pairs were selected by using an adaptive algorithm to strategically sample the decision space in the fewest number of trials. Using person-specific regression models, decision preferences were quantified for each cost domain with respect to general tolerance (intercept), as well as parameters estimating the effect of incremental increases in reward or cost on the probability of accepting a card. Results support the relative independence of decision-making tendencies across cost domains, with moderate correlations observed between tolerance for delay and effort. Specific decision parameters showed unique associations with cognitive and behavioral measures including executive function, academic motivation, anxiety, and hyperactivity. Evidence indicates that sensitivity to reward is an important factor in incentivizing decisions to work harder or wait longer. Dissociating the relative contributions of reward and cost sensitivity in multiple domains may facilitate the identification of heterogeneity in suboptimal decision making.
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U2 - 10.1002/bdm.2038
DO - 10.1002/bdm.2038
M3 - Article
C2 - 29353962
AN - SCOPUS:85038029598
SN - 0894-3257
VL - 31
SP - 12
EP - 24
JO - Journal of Behavioral Decision Making
JF - Journal of Behavioral Decision Making
IS - 1
ER -