Probabilistic Representation Differences between Decisions from Description and Decisions from Experience.

IF 2.8 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Journal of Intelligence Pub Date : 2024-09-20 DOI:10.3390/jintelligence12090089
Dandan Nie, Zhujing Hu, Debiao Zhu, Jianyong Yang
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Abstract

For mathematically identical risky decisions, different choices can be made depending on whether information about outcomes and their probabilities is learned by description or by experience, known as the description-experience gap. However, it is unclear whether different ways of obtaining information lead to different representation forms of probability, resulting in a description-experience gap. The current study investigates the representation formats of the alternative options' probability for decisions from description and decisions from experience. The experiments measured the relative error of probability estimation in percentage and frequency forms for the two types of decisions in low and medium-to-large probability situations. The results demonstrate that for decisions from description in medium-to-large probability scenarios, the estimation error was lower in percentage form than in frequency form, with equally near-perfect estimates in small-probability scenarios. Nevertheless, in decisions from experience, the accuracy of estimation in percentage form was lower than in frequency form in both low and medium-to-large probability situations. This suggests that decision makers in decisions from description tend to represent the probability information in percentage form. However, in decisions from experience, they tend to represent probability in frequency form. The utilization of different formats for probability representation is one of the factors that contribute to the description-experience gap.

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根据描述做出决定与根据经验做出决定之间的概率表征差异。
对于数学上完全相同的风险决策,人们会做出不同的选择,这取决于关于结果及其概率的信息是通过描述还是通过经验获得的,这就是所谓的描述-经验差距(description-experience gap)。然而,目前还不清楚不同的信息获取方式是否会导致不同的概率表征形式,从而造成描述-经验差距。本研究调查了根据描述做出决策和根据经验做出决策时备选方案概率的表征形式。实验测量了在低概率和中高概率情况下,两种决策的概率估计的百分比和频率形式的相对误差。结果表明,对于中大概率情况下的描述决策,百分比形式的估计误差低于频率形式的估计误差,而在小概率情况下的估计误差同样接近完美。然而,在经验决策中,无论是低概率还是中大概率情况下,百分比形式的估计准确性都低于频率形式的估计准确性。这表明,决策者在根据描述做出决策时,倾向于以百分比形式表示概率信息。然而,在根据经验做出决策时,他们倾向于以频率形式表示概率。使用不同的概率表示形式是造成描述与经验差距的因素之一。
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来源期刊
Journal of Intelligence
Journal of Intelligence Social Sciences-Education
CiteScore
2.80
自引率
17.10%
发文量
0
审稿时长
11 weeks
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