Pattern Recognition & Bioinformatics, Department of Intelligent Systems, Delft University of Technology, The Netherlands; Department of Psychology, University of Michigan, United States of America.
Department of Psychology, University of Michigan, United States of America; Weinberg Institute for Cognitive Science, University of Michigan, United States of America.
Cogn Psychol. 2024 Sep;153:101672. doi: 10.1016/j.cogpsych.2024.101672. Epub 2024 Aug 7.
Understanding the systematic ways that human decision making departs from normative principles has been important in the development of cognitive theory across multiple decision domains. We focus here on whether such seemingly "irrational" decisions occur in ethical decisions that impose difficult tradeoffs between the welfare and interests of different individuals or groups. Across three sets of experiments and in multiple decision scenarios, we provide clear evidence that contextual choice reversals arise in multiples types of ethical choice settings, in just the way that they do in other domains ranging from economic gambles to perceptual judgments (Trueblood et al., 2013; Wedell, 1991). Specifically, we find within-participant evidence for attraction effects in which choices between two options systematically vary as a function of features of a third dominated and unchosen option-a prima facie violation of rational choice axioms that demand consistency. Unlike economic gambles and most domains in which such effects have been studied, many of our ethical scenarios involve features that are not presented numerically, and features for which there is no clear majority-endorsed ranking. We provide empirical evidence and a novel modeling analysis based on individual differences of feature rankings within attributes to show that such individual variations partly explains observed variation in the attraction effects. We conclude by discussing how recent computational analyses of attraction effects may provide a basis for understanding how the observed patterns of choices reflect boundedly rational decision processes.
理解人类决策如何偏离规范原则的系统方式,对于跨多个决策领域的认知理论发展一直很重要。我们在这里关注的是,在涉及不同个体或群体的福利和利益之间存在困难权衡的伦理决策中,是否会出现这种看似“非理性”的决策。通过三组实验和多种决策场景,我们提供了明确的证据,表明在多种类型的伦理选择设置中都会出现语境选择反转,就像它们在从经济博弈到感知判断的其他领域中一样(Trueblood 等人,2013 年;Wedell,1991 年)。具体来说,我们在参与者内部发现了吸引力效应的证据,其中两个选项之间的选择会根据第三个主导和未选中选项的特征系统地变化——这显然违反了要求一致性的理性选择公理。与经济博弈和大多数研究此类效应的领域不同,我们的许多伦理情景都涉及到没有以数字形式呈现的特征,以及对于这些特征没有明确的多数人认可的排序。我们提供了实证证据和基于属性内特征排序的个体差异的新模型分析,表明这种个体差异部分解释了观察到的吸引力效应中的变化。最后,我们讨论了最近对吸引力效应的计算分析如何为理解观察到的选择模式如何反映有限理性决策过程提供基础。