Journal of Behavioral Decision Making最新文献

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The Martyrdom Effect in Judgment: Fatal Self-Sacrifice Boosts Evaluations for Both Beneficial and Harmful Actors 判断中的殉道效应:致命的自我牺牲提升了对有益和有害行为者的评价
IF 1.4 3区 心理学
Journal of Behavioral Decision Making Pub Date : 2026-02-23 DOI: 10.1002/bdm.70057
Christopher Y. Olivola
{"title":"The Martyrdom Effect in Judgment: Fatal Self-Sacrifice Boosts Evaluations for Both Beneficial and Harmful Actors","authors":"Christopher Y. Olivola","doi":"10.1002/bdm.70057","DOIUrl":"https://doi.org/10.1002/bdm.70057","url":null,"abstract":"<p>Consequentialist theories of judgment and choice hold that individuals and actions should be evaluated in terms of the outcomes they produce, but not on <i>how</i> they bring about (otherwise equivalent) outcomes. This paper demonstrates a striking violation of consequentialism in judgment when fatal martyrdom—sacrificing one's life for a cause—is introduced. Across six experiments (<i>N</i><sub>total</sub> = 4861), including one preregistered replication, US participants judged scenarios in which a protagonist takes actions to save members of his group from an attack. They evaluated the protagonist and his actions more positively when he (voluntarily) sacrificed his life in the process, compared with when he achieved the <i>same</i> goal without dying. This is despite the fact that the former scenario—which adds self-sacrifice to an otherwise identical chain of events—is clearly worse for the protagonist (and his fellow group members). Moreover, fatal martyrdom (self-sacrifice) boosted evaluations even when the protagonist belonged to a despised group and his actions produced harmful outcomes that served an aversive cause. These results show that people praise fatal martyrdom (self-sacrifice), regardless of its consequences, and regardless of whether they generally support or oppose the martyr and the martyr's cause. The experiments also examined several potential mechanisms and boundary conditions of this fatal martyrdom effect, and they show that the effect can occur even in the absence of human intergroup conflict.</p>","PeriodicalId":48112,"journal":{"name":"Journal of Behavioral Decision Making","volume":"39 2","pages":""},"PeriodicalIF":1.4,"publicationDate":"2026-02-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/bdm.70057","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147299985","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
How Responses to Sexual Harassment and Moral Values Shape Investment Decision Making 对性骚扰的反应和道德价值观如何影响投资决策
IF 1.4 3区 心理学
Journal of Behavioral Decision Making Pub Date : 2026-02-15 DOI: 10.1002/bdm.70070
Amal P. Abeysekera, Andrea Pittarello
{"title":"How Responses to Sexual Harassment and Moral Values Shape Investment Decision Making","authors":"Amal P. Abeysekera,&nbsp;Andrea Pittarello","doi":"10.1002/bdm.70070","DOIUrl":"https://doi.org/10.1002/bdm.70070","url":null,"abstract":"<div>\u0000 \u0000 <p>We conducted three experiments to examine how organizations' responses to sexual harassment influence individuals' investment decisions, and whether moral values moderate these effects. In Study 1, the organization either addressed or ignored a harassment case; in Study 2, it either retaliated against (or not) the reporting employee; and in Study 3, the perpetrator was either the CEO or a regular employee. In all studies, we found robust interactions between organizational culture and moral values—particularly fairness and harm. Individuals high in fairness were less willing to invest when the organization failed to address harassment (Study 1) or retaliated against the victim (Study 2), regardless of perpetrator role (Study 3). Individuals high in harm were less willing to invest when harassment was ignored (Studies 1 and 3). These patterns also extended to punitive behavior: stronger moral values increased participants' willingness to harm the organization. Overall, individuals with stronger fairness and harm values were more sensitive to how organizations respond to harassment, and this sensitivity shaped both their financial decisions and punitive intentions.</p>\u0000 </div>","PeriodicalId":48112,"journal":{"name":"Journal of Behavioral Decision Making","volume":"39 2","pages":""},"PeriodicalIF":1.4,"publicationDate":"2026-02-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146256589","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Correction to “Who Is Afraid of the Pink Elephant? Evidence on (Not) Ignoring Inadmissible Evidence and Debiasing Interventions” 更正“谁害怕粉红色的大象?”关于(非)忽视不可采信证据和消除干预的证据”
IF 1.4 3区 心理学
Journal of Behavioral Decision Making Pub Date : 2026-01-21 DOI: 10.1002/bdm.70068
{"title":"Correction to “Who Is Afraid of the Pink Elephant? Evidence on (Not) Ignoring Inadmissible Evidence and Debiasing Interventions”","authors":"","doi":"10.1002/bdm.70068","DOIUrl":"https://doi.org/10.1002/bdm.70068","url":null,"abstract":"<p>\u0000 <span>Engel, C.</span>, <span>J. Golder</span>, and <span>R.-M. Rahal</span>. <span>2026</span>. “ <span>Who Is Afraid of the Pink Elephant? Evidence on (Not) Ignoring Inadmissible Evidence and Debiasing Interventions</span>.” <i>Journal of Behavioral Decision Making</i> <span>39</span>, no. <span>1</span>: e70064. https://doi.org/10.1002/bdm.70064.\u0000 </p><p>The funding statement for this article was missing. The below funding statement has been added to the article:</p><p>Open access funding was provided by the Wirtschaftsuniversitat Wien/KEMÖ.</p><p>We apologize for this error.</p>","PeriodicalId":48112,"journal":{"name":"Journal of Behavioral Decision Making","volume":"39 1","pages":""},"PeriodicalIF":1.4,"publicationDate":"2026-01-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/bdm.70068","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146057818","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Correction to “Similarity and Consistency in Algorithm-Guided Exploration” 修正“算法引导探索中的相似性和一致性”
IF 1.4 3区 心理学
Journal of Behavioral Decision Making Pub Date : 2026-01-19 DOI: 10.1002/bdm.70067
{"title":"Correction to “Similarity and Consistency in Algorithm-Guided Exploration”","authors":"","doi":"10.1002/bdm.70067","DOIUrl":"https://doi.org/10.1002/bdm.70067","url":null,"abstract":"<p>\u0000 <span>Danwitz, L.</span>, <span>L. Hornuf</span>, <span>S. Fehrler</span>, et al. <span>2025</span>. “ <span>Similarity and Consistency in Algorithm-Guided Exploration</span>.” <i>Journal of Behavioral Decision Making</i> <span>38</span>, no. <span>5</span>: e70055. https://doi.org/10.1002/bdm.70055.\u0000 </p><p>The displayed order of authors was incorrectly published as: “Ludwig Danwitz, Lars Hornuf, Sebastian Fehrler, Hsuan-Yu Lin, Yongping Bao, Fabian Dvorak, Bettina von Helversen”.</p><p>The order of the authors list should be: “Ludwig Danwitz, Fabian Dvorak, Yongping Bao, Lars Hornuf, Hsuan-Yu Lin, Sebastian Fehrler, Bettina von Helversen.”</p><p>The displayed order of authors has been corrected in the article as well.</p><p>We apologize for this error.</p>","PeriodicalId":48112,"journal":{"name":"Journal of Behavioral Decision Making","volume":"39 1","pages":""},"PeriodicalIF":1.4,"publicationDate":"2026-01-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/bdm.70067","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146057879","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Attentional Mechanism Underlying Asymmetric Subjective Opportunity Cost Effect in Intertemporal Choice: Explanation Based on Attribute-Based Models 跨期选择中不对称主观机会成本效应的注意机制:基于属性模型的解释
IF 1.4 3区 心理学
Journal of Behavioral Decision Making Pub Date : 2026-01-15 DOI: 10.1002/bdm.70065
Li-Na Chen, Jia-Tao Ma, Jian-Hui Huang, Aruna Wu, Cheng-Ming Jiang, Hong-Yue Sun
{"title":"Attentional Mechanism Underlying Asymmetric Subjective Opportunity Cost Effect in Intertemporal Choice: Explanation Based on Attribute-Based Models","authors":"Li-Na Chen,&nbsp;Jia-Tao Ma,&nbsp;Jian-Hui Huang,&nbsp;Aruna Wu,&nbsp;Cheng-Ming Jiang,&nbsp;Hong-Yue Sun","doi":"10.1002/bdm.70065","DOIUrl":"https://doi.org/10.1002/bdm.70065","url":null,"abstract":"<div>\u0000 \u0000 <p>The asymmetric subjective opportunity cost (ASOC) effect in intertemporal choice refers to the increase of an individual's preference for a larger and later (LL) option when the opportunity cost of the smaller and sooner (SS) option is highlighted compared to when it is not, while the individual's intertemporal preference is unaffected when the opportunity cost of the LL option is highlighted. This study, based on the attribute-based models, investigated the attentional mechanism by which opportunity costs implication influence intertemporal choice in conjunction with the eye-tracking method. Results showed that when the opportunity cost of the SS option was highlighted, participants were more likely to choose the LL option; the mean gaze time of the delay dimension was decreased, and the proportion of the gaze time in the money dimension relative to the delay dimension to the total gaze time increased; both variables mediated the impact of highlighting the opportunity cost of the SS option on intertemporal choice. This study explored the asymmetric subjective opportunity cost effect from the perspective of dimensional attention and adds evidence to the explanatory power of attribute-based models for intertemporal choices.</p>\u0000 </div>","PeriodicalId":48112,"journal":{"name":"Journal of Behavioral Decision Making","volume":"39 1","pages":""},"PeriodicalIF":1.4,"publicationDate":"2026-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146007537","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Information on Judgment Invariance Influences Contributors' Opting-In Behavior in Sequential Collaboration 判断不变性信息对顺序协作参与者选择加入行为的影响
IF 1.4 3区 心理学
Journal of Behavioral Decision Making Pub Date : 2026-01-14 DOI: 10.1002/bdm.70063
Vincent Eric Fischer, Maren Mayer, Joachim Kimmerle
{"title":"Information on Judgment Invariance Influences Contributors' Opting-In Behavior in Sequential Collaboration","authors":"Vincent Eric Fischer,&nbsp;Maren Mayer,&nbsp;Joachim Kimmerle","doi":"10.1002/bdm.70063","DOIUrl":"https://doi.org/10.1002/bdm.70063","url":null,"abstract":"<p>Sequential collaboration describes an aggregation process intensively researched for numerical judgments which is characterized by a first contributor creating a judgment that is subsequently adjusted or maintained by following contributors. In previous research, participants performing sequential collaboration were only provided with information about the judgment of the person immediately preceding them in a sequential chain. However, in real-world collaborative projects (e.g., Wikipedia and Google Docs projects), more information about the past development of a sequential chain is often accessible or even directly displayed. As a concise piece of such information, we used judgment invariance, that is, the number of times a current judgment remained unchanged in the immediately preceding steps of a sequential chain. We hypothesized that increasing judgment invariance decreases both the probability and the magnitude of participants' judgment changes. Additionally, we hypothesized that the influence would be weakened with increasing expertise of participants. In three preregistered experiments, (G)LMM analyses suggested that increasing judgment invariance decreased the probability and magnitude of judgment changes confirming our hypothesized main effects. Concerning the interaction hypothesis of judgment invariance and expertise, a more ambiguous picture emerged. Experiment 1 was completely consistent with the interaction hypothesis. Experiment 2 supported it concerning the probability but not the magnitude of participants' judgment changes. In Experiment 3, a directionally reversed interaction effect was observed, possibly due to unconscientious participation. We conclude that the insight into the past development of a sequential chain, specifically information on judgment invariance, influences the judgment behavior of contributors in sequential collaborations. In summary, judgment invariance could be established as a substantial influence in sequential collaboration, which comes with practical implications for real-world collaborative projects.</p>","PeriodicalId":48112,"journal":{"name":"Journal of Behavioral Decision Making","volume":"39 1","pages":""},"PeriodicalIF":1.4,"publicationDate":"2026-01-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/bdm.70063","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146007313","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Who Is Afraid of the Pink Elephant? Evidence on (Not) Ignoring Inadmissible Evidence and Debiasing Interventions 谁害怕粉红色的大象?关于(非)忽视不可采信证据和消除偏见干预的证据
IF 1.4 3区 心理学
Journal of Behavioral Decision Making Pub Date : 2026-01-08 DOI: 10.1002/bdm.70064
Christoph Engel, Jasmin Golder, Rima-Maria Rahal
{"title":"Who Is Afraid of the Pink Elephant? Evidence on (Not) Ignoring Inadmissible Evidence and Debiasing Interventions","authors":"Christoph Engel,&nbsp;Jasmin Golder,&nbsp;Rima-Maria Rahal","doi":"10.1002/bdm.70064","DOIUrl":"https://doi.org/10.1002/bdm.70064","url":null,"abstract":"<p>People are often unable or unwilling to ignore thoughts they should disregard. This issue is particularly problematic in legal contexts, where defendants should be judged on the merits of the case, not on prejudice, rumors, or evidence obtained through questionable methods. This is why criminal law of procedure regulates which information can be introduced in a trial. In a series of online vignette experiments involving 1432 US participants, we examine the biasing impact of two types of inadmissible evidence: prior convictions (character evidence) and wiretap confessions. We failed to show that character evidence biases jurors' judgments of the defendant's guilt, whereas wiretap evidence had a strong effect. We also assess the effectiveness of four debiasing interventions aimed at helping jurors ignore inadmissible evidence. While these interventions reduced bias, they did not fully eliminate it. These results provide nuance in the debate about information in the courtroom that should be suppressed.</p>","PeriodicalId":48112,"journal":{"name":"Journal of Behavioral Decision Making","volume":"39 1","pages":""},"PeriodicalIF":1.4,"publicationDate":"2026-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/bdm.70064","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145983603","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Intertemporal Impatience Across Mental Health in a Community Sample: A Novel Transdiagnostic Approach 跨期不耐烦在一个社区样本的心理健康:一种新的跨诊断方法
IF 1.4 3区 心理学
Journal of Behavioral Decision Making Pub Date : 2026-01-05 DOI: 10.1002/bdm.70056
Floor Burghoorn, Karin Roelofs, William J. Burk, Terrence D. Jorgensen, Anouk Scheres, Bernd Figner
{"title":"Intertemporal Impatience Across Mental Health in a Community Sample: A Novel Transdiagnostic Approach","authors":"Floor Burghoorn,&nbsp;Karin Roelofs,&nbsp;William J. Burk,&nbsp;Terrence D. Jorgensen,&nbsp;Anouk Scheres,&nbsp;Bernd Figner","doi":"10.1002/bdm.70056","DOIUrl":"https://doi.org/10.1002/bdm.70056","url":null,"abstract":"<p>Intertemporal impatience has been proposed to be centrally and transdiagnostically implicated across mental health difficulties, including maladaptive behaviors, psychopathologies, and other psychological outcomes. We empirically tested this proposal using a novel research approach that integrates <i>per-category</i>, <i>trans-category</i>, <i>scale-level</i>, and <i>item-level</i> analyses. First, we studied per-category continuous associations between intertemporal impatience and a broad range of mental health-related behaviors and psychological constructs. Next, we examined which of several latent, trans-category dimensions were associated with impatience, thereby studying which mental health difficulties may be connected through shared impatience. Finally, we investigated which specific symptoms or behaviors were driving these associations. This study was conducted in a community sample of 899 participants who completed an intertemporal choice task and various self-report mental health measures. Per-category analyses involved bivariate correlations and multiple regressions; trans-category analyses involved exploratory factor analyses to identify transdiagnostic dimensions, and structural-after-measurement models to test for associations between the dimensions and intertemporal impatience. Intertemporal impatience was associated with increased nicotine use, reactive aggression, non-planning impulsivity, motor impulsivity, and dispositional greed. Moreover, impatience was positively associated with a transdiagnostic impulsivity dimension (including attention-deficit/hyperactivity disorder, low self-control, and motor and non-planning impulsivity). Symptom-level analyses suggested that this association was mainly driven by information impulsivity (also known as lack of premeditation) and financial impulsivity. Our results provide support for the role of intertemporal impatience across several externalizing but not internalizing mental health difficulties and offer a detailed and nuanced interpretation of the transdiagnostic role of intertemporal impatience across mental health.</p>","PeriodicalId":48112,"journal":{"name":"Journal of Behavioral Decision Making","volume":"39 1","pages":""},"PeriodicalIF":1.4,"publicationDate":"2026-01-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/bdm.70056","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145909090","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Do Anxious People Take Fewer Risks? A Meta-Analysis of the Relationship Between Trait Anxiety and Dispositional Risk Taking 焦虑的人更少冒险吗?特质焦虑与性格风险承担关系的元分析
IF 1.4 3区 心理学
Journal of Behavioral Decision Making Pub Date : 2025-12-22 DOI: 10.1002/bdm.70054
Paul C. Price, Yvette de Jesus, Leslie Fernandez, Joshua Hurd
{"title":"Do Anxious People Take Fewer Risks? A Meta-Analysis of the Relationship Between Trait Anxiety and Dispositional Risk Taking","authors":"Paul C. Price,&nbsp;Yvette de Jesus,&nbsp;Leslie Fernandez,&nbsp;Joshua Hurd","doi":"10.1002/bdm.70054","DOIUrl":"https://doi.org/10.1002/bdm.70054","url":null,"abstract":"<div>\u0000 \u0000 <p>The present study was a meta-analysis of previous studies on the correlation between trait anxiety and dispositional risk taking. Although it is often claimed that people who are generally anxious (i.e., higher in trait anxiety) have a strong tendency to avoid taking risks across a variety of situations (i.e., are lower in dispositional risk taking), the mean correlation across 80 effect sizes representing over 8000 unique participants was only −0.07, with a very high level of unexplained heterogeneity. An analysis focusing only on the relatively large subset of studies using the State–Trait Anxiety Inventory (STAI-T) as the measure of anxiety and the Balloon Analog Risk Task (BART) as the measure of dispositional risk taking revealed a mean correlation that was essentially zero. The only statistically significant moderator was the proportion of female participants in the study, with larger proportions associated with stronger negative correlations. However, the analysis also revealed several other moderators that should be studied in future research. Specifically, the correlation may be stronger or more consistently negative when the anxiety measure is something other than the STAI-T, when the risk-taking measure is a self-report risk propensity measure, and when the risk-taking measure precedes the anxiety measure. These results have important implications for the definition and measurement of both trait anxiety and risk taking and for theories about how they are related.</p>\u0000 </div>","PeriodicalId":48112,"journal":{"name":"Journal of Behavioral Decision Making","volume":"38 5","pages":""},"PeriodicalIF":1.4,"publicationDate":"2025-12-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145848108","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Similarity and Consistency in Algorithm-Guided Exploration 算法引导探索中的相似性和一致性
IF 1.4 3区 心理学
Journal of Behavioral Decision Making Pub Date : 2025-12-12 DOI: 10.1002/bdm.70055
Ludwig Danwitz, Lars Hornuf, Sebastian Fehrler, Hsuan-Yu Lin, Yongping Bao, Fabian Dvorak, Bettina von Helversen
{"title":"Similarity and Consistency in Algorithm-Guided Exploration","authors":"Ludwig Danwitz,&nbsp;Lars Hornuf,&nbsp;Sebastian Fehrler,&nbsp;Hsuan-Yu Lin,&nbsp;Yongping Bao,&nbsp;Fabian Dvorak,&nbsp;Bettina von Helversen","doi":"10.1002/bdm.70055","DOIUrl":"https://doi.org/10.1002/bdm.70055","url":null,"abstract":"<p>Algorithmic advice has the potential to significantly improve human decision-making, especially in dynamic and complex tasks that require a balance between exploration and exploitation. This study examines conditions under which individuals are willing to accept advice from algorithms in such scenarios, focusing on the interaction between participants' exploration preferences and those of the advising algorithm. In an online experiment, we designed reinforcement learning algorithms to prioritize either exploration or exploitation and observed participants' decision-making behavior, modeled using a cognitive framework analogous to the algorithm. Contrary to expectations, participants did not show a preference for algorithms that matched their own exploration tendencies. In particular, participants were more likely to follow the advice of exploitative, consistent algorithms, possibly interpreting consistency as an indicator of competence. Although the participants benefited from the advice of the exploratory algorithm, their reluctance to follow it, regardless of whether the recommendation had been ignored previously or not, highlights a potential challenge in promoting effective collaboration between humans and algorithms. Explorative algorithms have the potential to promote behavioral diversification, but this effect is negated when humans disregard their advice. In such cases, algorithmic guidance can unintentionally decrease behavioral diversity by reinforcing established patterns.</p>","PeriodicalId":48112,"journal":{"name":"Journal of Behavioral Decision Making","volume":"38 5","pages":""},"PeriodicalIF":1.4,"publicationDate":"2025-12-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/bdm.70055","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145750783","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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