TY - CHAP
T1 - Limited evidence for probability matching as a strategy in probability learning tasks
AU - Montag, Jessica L.
N1 - Funding Information:
This review was initially written as part of my preliminary exams as a graduate student. I'd like to thank my graduate advisor, Maryellen C. MacDonald, for her guidance and many helpful discussions. Look Ma! It's finally published! This research was supported by the National Institutes of Child Health and Human Development Grants T32 HD049899 and R01 HD047425; the National Science Foundation #1123788 and the Wisconsin Alumni Research Fund, all to Maryellen C. MacDonald. I'd also like to thank Jon A. Willits for helpful discussion.
Publisher Copyright:
© 2021 Elsevier Inc.
PY - 2021/1
Y1 - 2021/1
N2 - In probability learning experiments, a participant is typically presented with one of two alternatives to select, one of which will lead to a reward. For example, in a 70:30 task, one alternative will lead to a reward on 70% of trials while the other will yield a reward on the remaining 30% of trials. On probability learning tasks, adults are said to “probability match,” selecting each alternative with the relative frequency with which it has been reinforced. Children, on the other hand, are said to “maximize,” always guessing whichever alternative has been reinforced more often. The different patterns between adult and child behavior are thought to have implications for language learning, especially qualitative differences in child and adult language learning skills and developmental trajectories on a range of other cognitive tasks. However, a thorough review of the literature suggests that behavioral profiles of adults and children are not as straightforward as has been claimed. Crucially, there is little empirical support for a true probability matching strategy by any participants. Differences in features of the experimental task and in meta-task knowledge contribute to variability across tasks and participants in ways that only become evident when systematically reviewing the literature. Differences in probability learning across populations may not underlie or indicate causal differences in more complex cognitive behavior, but rather may themselves be another pattern of behavior that theories of learning and development must account for.
AB - In probability learning experiments, a participant is typically presented with one of two alternatives to select, one of which will lead to a reward. For example, in a 70:30 task, one alternative will lead to a reward on 70% of trials while the other will yield a reward on the remaining 30% of trials. On probability learning tasks, adults are said to “probability match,” selecting each alternative with the relative frequency with which it has been reinforced. Children, on the other hand, are said to “maximize,” always guessing whichever alternative has been reinforced more often. The different patterns between adult and child behavior are thought to have implications for language learning, especially qualitative differences in child and adult language learning skills and developmental trajectories on a range of other cognitive tasks. However, a thorough review of the literature suggests that behavioral profiles of adults and children are not as straightforward as has been claimed. Crucially, there is little empirical support for a true probability matching strategy by any participants. Differences in features of the experimental task and in meta-task knowledge contribute to variability across tasks and participants in ways that only become evident when systematically reviewing the literature. Differences in probability learning across populations may not underlie or indicate causal differences in more complex cognitive behavior, but rather may themselves be another pattern of behavior that theories of learning and development must account for.
KW - Cognitive development
KW - Human cognition
KW - Non-human animal
KW - Probability learning
KW - Probability matching
UR - http://www.scopus.com/inward/record.url?scp=85103091363&partnerID=8YFLogxK
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U2 - 10.1016/bs.plm.2021.02.005
DO - 10.1016/bs.plm.2021.02.005
M3 - Chapter
AN - SCOPUS:85103091363
T3 - Psychology of Learning and Motivation - Advances in Research and Theory
SP - 233
EP - 273
BT - The Psychology of Learning and Motivation
PB - Academic Press Inc.
ER -