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Rethinking fast and slow based on a critique of reaction-time reverse inference


Krajbich, Ian Michael; Bartling, Björn; Hare, Todd A; Fehr, Ernst (2015). Rethinking fast and slow based on a critique of reaction-time reverse inference. Nature Communications, 6:7455.

Abstract

Do people intuitively favour certain actions over others? In some dual-process research, reaction-time (RT) data have been used to infer that certain choices are intuitive. However, the use of behavioural or biological measures to infer mental function, popularly known as ‘reverse inference’, is problematic because it does not take into account other sources of variability in the data, such as discriminability of the choice options. Here we use two example data sets obtained from value-based choice experiments to demonstrate that, after controlling for discriminability (that is, strength-of-preference), there is no evidence that one type of choice is systematically faster than the other. Moreover, using specific variations of a prominent value-based choice experiment, we are able to predictably replicate, eliminate or reverse previously reported correlations between RT and selfishness. Thus, our findings shed crucial light on the use of RT in inferring mental processes and strongly caution against using RT differences as evidence favouring dual-process accounts.

Abstract

Do people intuitively favour certain actions over others? In some dual-process research, reaction-time (RT) data have been used to infer that certain choices are intuitive. However, the use of behavioural or biological measures to infer mental function, popularly known as ‘reverse inference’, is problematic because it does not take into account other sources of variability in the data, such as discriminability of the choice options. Here we use two example data sets obtained from value-based choice experiments to demonstrate that, after controlling for discriminability (that is, strength-of-preference), there is no evidence that one type of choice is systematically faster than the other. Moreover, using specific variations of a prominent value-based choice experiment, we are able to predictably replicate, eliminate or reverse previously reported correlations between RT and selfishness. Thus, our findings shed crucial light on the use of RT in inferring mental processes and strongly caution against using RT differences as evidence favouring dual-process accounts.

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Additional indexing

Item Type:Journal Article, refereed, original work
Communities & Collections:03 Faculty of Economics > Department of Economics
Dewey Decimal Classification:330 Economics
Uncontrolled Keywords:Biological sciences, neuroscience
Language:English
Date:July 2015
Deposited On:14 Oct 2015 13:32
Last Modified:10 Aug 2017 07:46
Publisher:Nature Publishing Group
ISSN:2041-1723
Free access at:PubMed ID. An embargo period may apply.
Publisher DOI:https://doi.org/10.1038/ncomms8455
PubMed ID:26135809

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Licence: Creative Commons: Attribution 4.0 International (CC BY 4.0)

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