When Type 2 Processing Misfires: The Indiscriminate Use of Statistical Thinking about Reasoning Problems

Bibliographic Details
Main Author: Ferreira, Mário B.
Publication Date: 2022
Other Authors: Soro, Jerônimo C., Reis, Joana, Mata, André, Thompson, Valerie A.
Format: Article
Language: eng
Source: Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
Download full: http://hdl.handle.net/10451/62691
Summary: Research on dual-process theories of judgment makes abundant use of reasoning problems that present a conflict between Type 1 intuitive responses and Type 2 rule-based responses. However, in many of these reasoning tasks, there is no way to discriminate between the adequate and inadequate use of rules based on logical or probabilistic principles. To experimentally discriminate between the two, we developed a new set of problems: rule-inadequate versions of standard base-rate problems (where base rates are made irrelevant). Across four experiments, we observed conflict sensitivity (measured in terms of response latencies and response confidence) in responses to standard baserate problems but also in responses to rule-inadequate versions of these problems. This failure to discriminate between real and merely apparent (or spurious) conflict suggests that participants often misuse statistical information and draw conclusions based on irrelevant base rates. We conclude that inferring the sound use of statistical rules from normatively correct responses to standard conflict problems may be unwarranted when this kind of reasoning bias is not controlled for.
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spelling When Type 2 Processing Misfires: The Indiscriminate Use of Statistical Thinking about Reasoning ProblemsDual-process theoryReasoningJudgmentBiasMetacognitionResearch on dual-process theories of judgment makes abundant use of reasoning problems that present a conflict between Type 1 intuitive responses and Type 2 rule-based responses. However, in many of these reasoning tasks, there is no way to discriminate between the adequate and inadequate use of rules based on logical or probabilistic principles. To experimentally discriminate between the two, we developed a new set of problems: rule-inadequate versions of standard base-rate problems (where base rates are made irrelevant). Across four experiments, we observed conflict sensitivity (measured in terms of response latencies and response confidence) in responses to standard baserate problems but also in responses to rule-inadequate versions of these problems. This failure to discriminate between real and merely apparent (or spurious) conflict suggests that participants often misuse statistical information and draw conclusions based on irrelevant base rates. We conclude that inferring the sound use of statistical rules from normatively correct responses to standard conflict problems may be unwarranted when this kind of reasoning bias is not controlled for.MDPIRepositório da Universidade de LisboaFerreira, Mário B.Soro, Jerônimo C.Reis, JoanaMata, AndréThompson, Valerie A.2024-02-18T11:54:54Z2022-11-172024-02-01T13:47:30Z2022-11-17T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10451/62691engFerreira, M. B., Soro, J. C., Reis, J., Mata, A., & Thompson, V. A. (2022). When type 2 processing misfires: The Indiscriminate use of statistical thinking about reasoning problems. Journal of Intelligence, 10(4), 109. https://doi.org/10.3390/jintelligence100401092079-3200cv-prod-321515010.3390/jintelligence10040109info:eu-repo/semantics/openAccessreponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2025-03-17T15:10:01Zoai:repositorio.ulisboa.pt:10451/62691Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-29T03:35:42.088469Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse
dc.title.none.fl_str_mv When Type 2 Processing Misfires: The Indiscriminate Use of Statistical Thinking about Reasoning Problems
title When Type 2 Processing Misfires: The Indiscriminate Use of Statistical Thinking about Reasoning Problems
spellingShingle When Type 2 Processing Misfires: The Indiscriminate Use of Statistical Thinking about Reasoning Problems
Ferreira, Mário B.
Dual-process theory
Reasoning
Judgment
Bias
Metacognition
title_short When Type 2 Processing Misfires: The Indiscriminate Use of Statistical Thinking about Reasoning Problems
title_full When Type 2 Processing Misfires: The Indiscriminate Use of Statistical Thinking about Reasoning Problems
title_fullStr When Type 2 Processing Misfires: The Indiscriminate Use of Statistical Thinking about Reasoning Problems
title_full_unstemmed When Type 2 Processing Misfires: The Indiscriminate Use of Statistical Thinking about Reasoning Problems
title_sort When Type 2 Processing Misfires: The Indiscriminate Use of Statistical Thinking about Reasoning Problems
author Ferreira, Mário B.
author_facet Ferreira, Mário B.
Soro, Jerônimo C.
Reis, Joana
Mata, André
Thompson, Valerie A.
author_role author
author2 Soro, Jerônimo C.
Reis, Joana
Mata, André
Thompson, Valerie A.
author2_role author
author
author
author
dc.contributor.none.fl_str_mv Repositório da Universidade de Lisboa
dc.contributor.author.fl_str_mv Ferreira, Mário B.
Soro, Jerônimo C.
Reis, Joana
Mata, André
Thompson, Valerie A.
dc.subject.por.fl_str_mv Dual-process theory
Reasoning
Judgment
Bias
Metacognition
topic Dual-process theory
Reasoning
Judgment
Bias
Metacognition
description Research on dual-process theories of judgment makes abundant use of reasoning problems that present a conflict between Type 1 intuitive responses and Type 2 rule-based responses. However, in many of these reasoning tasks, there is no way to discriminate between the adequate and inadequate use of rules based on logical or probabilistic principles. To experimentally discriminate between the two, we developed a new set of problems: rule-inadequate versions of standard base-rate problems (where base rates are made irrelevant). Across four experiments, we observed conflict sensitivity (measured in terms of response latencies and response confidence) in responses to standard baserate problems but also in responses to rule-inadequate versions of these problems. This failure to discriminate between real and merely apparent (or spurious) conflict suggests that participants often misuse statistical information and draw conclusions based on irrelevant base rates. We conclude that inferring the sound use of statistical rules from normatively correct responses to standard conflict problems may be unwarranted when this kind of reasoning bias is not controlled for.
publishDate 2022
dc.date.none.fl_str_mv 2022-11-17
2022-11-17T00:00:00Z
2024-02-18T11:54:54Z
2024-02-01T13:47:30Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10451/62691
url http://hdl.handle.net/10451/62691
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Ferreira, M. B., Soro, J. C., Reis, J., Mata, A., & Thompson, V. A. (2022). When type 2 processing misfires: The Indiscriminate use of statistical thinking about reasoning problems. Journal of Intelligence, 10(4), 109. https://doi.org/10.3390/jintelligence10040109
2079-3200
cv-prod-3215150
10.3390/jintelligence10040109
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