Literature DB >> 20053049

One-reason decision making unveiled: a measurement model of the recognition heuristic.

Benjamin E Hilbig1, Edgar Erdfelder2, Rüdiger F Pohl2.   

Abstract

The fast-and-frugal recognition heuristic (RH) theory provides a precise process description of comparative judgments. It claims that, in suitable domains, judgments between pairs of objects are based on recognition alone, whereas further knowledge is ignored. However, due to the confound between recognition and further knowledge, previous research lacked an unbiased measure of RH use. Also, model comparisons have not been based on goodness-of-fit and model complexity as criteria. To overcome both limitations we introduce and test a multinomial processing tree model showing that it fits empirical data and provides an unbiased measure of RH use. Analyses of 8 data sets reveal that the RH alone cannot account for the data, not even when it is implemented in a probabilistic way. That is, information integration beyond recognition plays a vital role and cannot merely account for empirical data better due to model flexibility. Also, we present several validations of the central model parameter and provide demonstrations of how the model can be applied to study the less-is-more effect as well as determinants of (and individual differences in) RH use. (PsycINFO Database Record (c) 2009 APA, all rights reserved).

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Year:  2010        PMID: 20053049     DOI: 10.1037/a0017518

Source DB:  PubMed          Journal:  J Exp Psychol Learn Mem Cogn        ISSN: 0278-7393            Impact factor:   3.051


  14 in total

1.  Recognition-based inference: When is less more in the real world?

Authors:  Thorsten Pachur
Journal:  Psychon Bull Rev       Date:  2010-08

Review 2.  Reconsidering "evidence" for fast-and-frugal heuristics.

Authors:  Benjamin E Hilbig
Journal:  Psychon Bull Rev       Date:  2010-12

3.  Whatever the cost? Information integration in memory-based inferences depends on cognitive effort.

Authors:  Benjamin E Hilbig; Martha Michalkiewicz; Marta Castela; Rüdiger F Pohl; Edgar Erdfelder
Journal:  Mem Cognit       Date:  2015-05

4.  Use of the recognition heuristic depends on the domain's recognition validity, not on the recognition validity of selected sets of objects.

Authors:  Rüdiger F Pohl; Martha Michalkiewicz; Edgar Erdfelder; Benjamin E Hilbig
Journal:  Mem Cognit       Date:  2017-07

5.  The impact of subjective recognition experiences on recognition heuristic use: a multinomial processing tree approach.

Authors:  Marta Castela; David Kellen; Edgar Erdfelder; Benjamin E Hilbig
Journal:  Psychon Bull Rev       Date:  2014-10

6.  The role of subjective linear orders in probabilistic inferences.

Authors:  Rüdiger F Pohl; Benjamin E Hilbig
Journal:  Psychon Bull Rev       Date:  2012-12

Review 7.  Extending multinomial processing tree models to measure the relative speed of cognitive processes.

Authors:  Daniel W Heck; Edgar Erdfelder
Journal:  Psychon Bull Rev       Date:  2016-10

8.  Familiarity and recollection in heuristic decision making.

Authors:  Shane R Schwikert; Tim Curran
Journal:  J Exp Psychol Gen       Date:  2014-10-27

9.  Use of the familiarity difference cue in inferential judgments.

Authors:  Ping Xu; Claudia González-Vallejo; Justin Weinhardt; Janna Chimeli; Figen Karadogan
Journal:  Mem Cognit       Date:  2018-02

10.  Individual differences in use of the recognition heuristic are stable across time, choice objects, domains, and presentation formats.

Authors:  Martha Michalkiewicz; Edgar Erdfelder
Journal:  Mem Cognit       Date:  2016-04
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