决策中的直觉:来自漂移扩散模型的见解

IF 1.4 3区 心理学 Q3 PSYCHOLOGY, APPLIED
Tianqi Hu, Ilkka Leppänen, L. Alberto Franco
{"title":"决策中的直觉:来自漂移扩散模型的见解","authors":"Tianqi Hu,&nbsp;Ilkka Leppänen,&nbsp;L. Alberto Franco","doi":"10.1002/bdm.70033","DOIUrl":null,"url":null,"abstract":"<p>Research on intuition often produces conflicting results and suffers from reliability issues due to the lack of tools that can conclusively evaluate a person's latent intuitive position. It has been recently proposed that a decision maker's intuitive position can be evaluated by estimating parameters with sequential sampling models (SSMs), which provide a biologically plausible framework to measure how intuition affects decisions. In two studies, we use the drift diffusion model (DDM), as a type of SSM, to investigate topics where intuition is difficult to evaluate. In Study 1, we used the DDM to examine how the cognitive reflection test (CRT) scores relate to intuition in risky decision making and found that individuals with high CRT scores had superior performance and relied more on intuition. These findings challenge the conventional view that high CRT scores imply less reliance on intuition and that intuition is detrimental to decision performance. In Study 2, we examined the cross-domain stability of the preference for intuition and found that decision makers rely more on intuition in the social decision domain than in the risky decision domain and that these measures are not correlated across the two domains. The evidence for this unstable preference has hitherto primarily resulted from self-reports, which have a questionable ability to assess the preference for intuition. In both studies, we demonstrate that the DDM can accurately simulate the decision outcome and decision time patterns that are affected by intuition, providing evidence for the usefulness of DDM analysis in the study of intuition.</p>","PeriodicalId":48112,"journal":{"name":"Journal of Behavioral Decision Making","volume":"38 3","pages":""},"PeriodicalIF":1.4000,"publicationDate":"2025-07-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/bdm.70033","citationCount":"0","resultStr":"{\"title\":\"Intuition in Decision Making: Insights From Drift Diffusion Modeling\",\"authors\":\"Tianqi Hu,&nbsp;Ilkka Leppänen,&nbsp;L. Alberto Franco\",\"doi\":\"10.1002/bdm.70033\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>Research on intuition often produces conflicting results and suffers from reliability issues due to the lack of tools that can conclusively evaluate a person's latent intuitive position. It has been recently proposed that a decision maker's intuitive position can be evaluated by estimating parameters with sequential sampling models (SSMs), which provide a biologically plausible framework to measure how intuition affects decisions. In two studies, we use the drift diffusion model (DDM), as a type of SSM, to investigate topics where intuition is difficult to evaluate. In Study 1, we used the DDM to examine how the cognitive reflection test (CRT) scores relate to intuition in risky decision making and found that individuals with high CRT scores had superior performance and relied more on intuition. These findings challenge the conventional view that high CRT scores imply less reliance on intuition and that intuition is detrimental to decision performance. In Study 2, we examined the cross-domain stability of the preference for intuition and found that decision makers rely more on intuition in the social decision domain than in the risky decision domain and that these measures are not correlated across the two domains. The evidence for this unstable preference has hitherto primarily resulted from self-reports, which have a questionable ability to assess the preference for intuition. In both studies, we demonstrate that the DDM can accurately simulate the decision outcome and decision time patterns that are affected by intuition, providing evidence for the usefulness of DDM analysis in the study of intuition.</p>\",\"PeriodicalId\":48112,\"journal\":{\"name\":\"Journal of Behavioral Decision Making\",\"volume\":\"38 3\",\"pages\":\"\"},\"PeriodicalIF\":1.4000,\"publicationDate\":\"2025-07-18\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://onlinelibrary.wiley.com/doi/epdf/10.1002/bdm.70033\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Behavioral Decision Making\",\"FirstCategoryId\":\"102\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1002/bdm.70033\",\"RegionNum\":3,\"RegionCategory\":\"心理学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"PSYCHOLOGY, APPLIED\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Behavioral Decision Making","FirstCategoryId":"102","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/bdm.70033","RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"PSYCHOLOGY, APPLIED","Score":null,"Total":0}
引用次数: 0

摘要

对直觉的研究往往会产生相互矛盾的结果,并且由于缺乏能够最终评估一个人潜在直觉位置的工具而受到可靠性问题的困扰。最近有人提出,决策者的直觉位置可以通过序列抽样模型(SSMs)估计参数来评估,这提供了一个生物学上合理的框架来衡量直觉如何影响决策。在两项研究中,我们使用漂移扩散模型(DDM)作为SSM的一种,来研究直觉难以评估的主题。在研究1中,我们使用DDM检验了风险决策中认知反射测试(CRT)得分与直觉的关系,发现CRT得分高的个体表现优异,更多地依赖直觉。这些发现挑战了传统观点,即高CRT分数意味着对直觉的依赖较少,直觉不利于决策绩效。在研究2中,我们检查了直觉偏好的跨领域稳定性,发现决策者在社会决策领域比在风险决策领域更依赖直觉,并且这些措施在两个领域之间不相关。迄今为止,这种不稳定偏好的证据主要来自自我报告,它在评估直觉偏好方面的能力值得怀疑。在这两项研究中,我们都证明了DDM可以准确地模拟受直觉影响的决策结果和决策时间模式,为DDM分析在直觉研究中的有用性提供了证据。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Intuition in Decision Making: Insights From Drift Diffusion Modeling

Intuition in Decision Making: Insights From Drift Diffusion Modeling

Research on intuition often produces conflicting results and suffers from reliability issues due to the lack of tools that can conclusively evaluate a person's latent intuitive position. It has been recently proposed that a decision maker's intuitive position can be evaluated by estimating parameters with sequential sampling models (SSMs), which provide a biologically plausible framework to measure how intuition affects decisions. In two studies, we use the drift diffusion model (DDM), as a type of SSM, to investigate topics where intuition is difficult to evaluate. In Study 1, we used the DDM to examine how the cognitive reflection test (CRT) scores relate to intuition in risky decision making and found that individuals with high CRT scores had superior performance and relied more on intuition. These findings challenge the conventional view that high CRT scores imply less reliance on intuition and that intuition is detrimental to decision performance. In Study 2, we examined the cross-domain stability of the preference for intuition and found that decision makers rely more on intuition in the social decision domain than in the risky decision domain and that these measures are not correlated across the two domains. The evidence for this unstable preference has hitherto primarily resulted from self-reports, which have a questionable ability to assess the preference for intuition. In both studies, we demonstrate that the DDM can accurately simulate the decision outcome and decision time patterns that are affected by intuition, providing evidence for the usefulness of DDM analysis in the study of intuition.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
CiteScore
4.40
自引率
5.00%
发文量
40
期刊介绍: The Journal of Behavioral Decision Making is a multidisciplinary journal with a broad base of content and style. It publishes original empirical reports, critical review papers, theoretical analyses and methodological contributions. The Journal also features book, software and decision aiding technique reviews, abstracts of important articles published elsewhere and teaching suggestions. The objective of the Journal is to present and stimulate behavioral research on decision making and to provide a forum for the evaluation of complementary, contrasting and conflicting perspectives. These perspectives include psychology, management science, sociology, political science and economics. Studies of behavioral decision making in naturalistic and applied settings are encouraged.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信