Max Planck Institute for Human Development.
Psychol Bull. 2018 Feb;144(2):140-176. doi: 10.1037/bul0000115. Epub 2017 Dec 14.
People can learn about the probabilistic consequences of their actions in two ways: One is by consulting descriptions of an action's consequences and probabilities (e.g., reading up on a medication's side effects). The other is by personally experiencing the probabilistic consequences of an action (e.g., beta testing software). In principle, people taking each route can reach analogous states of knowledge and consequently make analogous decisions. In the last dozen years, however, research has demonstrated systematic discrepancies between description- and experienced-based choices. This description-experience gap has been attributed to factors including reliance on a small set of experience, the impact of recency, and different weighting of probability information in the two decision types. In this meta-analysis focusing on studies using the sampling paradigm of decisions from experience, we evaluated these and other determinants of the decision-experience gap by reference to more than 70,000 choices made by more than 6,000 participants. We found, first, a robust description-experience gap but also a key moderator, namely, problem structure. Second, the largest determinant of the gap was reliance on small samples and the associated sampling error: free to terminate search, individuals explored too little to experience all possible outcomes. Third, the gap persisted when sampling error was basically eliminated, suggesting other determinants. Fourth, the occurrence of recency was contingent on decision makers' autonomy to terminate search, consistent with the notion of optional stopping. Finally, we found indications of different probability weighting in decisions from experience versus decisions from description when the problem structure involved a risky and a safe option. (PsycINFO Database Record
一种是通过查阅行为后果和概率的描述(例如,阅读药物的副作用)。另一种是通过个人体验行为的概率后果(例如,软件的测试版)。原则上,采取这两种途径的人都可以达到类似的知识状态,并因此做出类似的决策。然而,在过去的十几年中,研究已经证明了基于描述和基于经验的选择之间存在系统差异。这种描述-经验差距归因于包括依赖小样本、最近的影响以及两种决策类型中概率信息的不同权重等因素。在这项专注于使用经验抽样决策范式的研究的元分析中,我们通过参考 6000 多名参与者做出的 70000 多个选择,评估了这些和其他决定决策-经验差距的因素。我们首先发现了一个强大的描述-经验差距,但也发现了一个关键的调节因素,即问题结构。其次,差距的最大决定因素是依赖小样本和相关的抽样误差:自由终止搜索,个体探索得太少,无法体验所有可能的结果。第三,当基本消除了抽样误差时,差距仍然存在,这表明存在其他决定因素。第四,最近的出现取决于决策者终止搜索的自主权,这与可选停止的概念一致。最后,当问题结构涉及风险和安全选项时,我们发现了在基于经验的决策与基于描述的决策中概率权重不同的迹象。