Information Search Patterns in Intertemporal Choice Do Not Always Reflect Decision Strategies: An Eye-Tracking Study

IF 1.4 3区 心理学 Q3 PSYCHOLOGY, APPLIED
Weina Chen, Junyi Dai
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Abstract

People usually use either alternative-based or attribute-based decision strategies to make intertemporal choices. While it is appealing to infer such decision strategies from information search patterns, whether the latter can always reflect the former remains unclear. This research examined the potential correspondence between information search patterns and decision strategies in intertemporal choices under three decision conditions. Two of the conditions involved explicit instructions on whether an alternative-based or an attribute-based strategy should be implemented, whereas under the third, free condition, participants were asked to choose solely according to their true preferences. For each condition, alternative- and attribute-based information search patterns were identified based on the numbers of alternative-based and attribute-based transitions in eye movements. For the free condition, decision strategies were inferred by comparing the fitting performance of relevant dynamic models. A clear correspondence was found between information search patterns and decision strategies under the instructed conditions, but this correspondence was apparently lacking in the free condition. These results call into question the general practice of inferring decision strategies from process tracing data. Potential reasons for the revealed dissociation and further research to improve understanding of the correspondence between information search patterns and decision strategies are discussed.

Abstract Image

跨期选择中的信息搜索模式并不总是反映决策策略:一项眼动追踪研究
人们通常使用基于选择或基于属性的决策策略来进行跨期选择。虽然从信息搜索模式中推断出这种决策策略很有吸引力,但后者是否总是能反映前者尚不清楚。本研究考察了三种决策条件下跨期选择中信息搜索模式与决策策略之间的潜在对应关系。其中两个条件涉及明确的指示,说明应该实施基于选择的策略还是基于属性的策略,而在第三个自由条件下,参与者被要求仅根据自己的真实偏好进行选择。在每种情况下,根据眼动中基于替代和基于属性的转换次数确定基于替代和基于属性的信息搜索模式。对于自由条件,通过比较相关动态模型的拟合性能来推断决策策略。在指示条件下,信息搜索模式与决策策略之间存在明显的对应关系,而在自由条件下,这种对应关系明显缺失。这些结果对从过程跟踪数据推断决策策略的一般实践提出了质疑。本文讨论了揭示解离的潜在原因以及进一步研究以提高对信息搜索模式与决策策略之间对应关系的理解。
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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.
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