Group-individual probability confusion: Implications for suspect prioritization in criminal investigations

IF 2.5 1区 社会学 Q1 CRIMINOLOGY & PENOLOGY
D. Kim Rossmo, Angela M. Jones
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引用次数: 0

Abstract

Purpose

Suspect prioritization is a critical function in criminal investigations suffering from information overload. As this effort involves probability ranking, it is important to avoid confusing group and individual selection probabilities, an ecological fallacy related to Kahneman and Tversky's hit-and-run taxicab color exercise.

Design

We studied this tendency using an experimental survey administered to 1017 university students. The survey involved both individual- and group-level probability questions, presented in randomized order. Participants completed the Subjective Numeracy Scale to assess whether accuracy correlated with SNS self-assessment.

Findings

Subjects averaged 39 % correct responses across scenarios on the individual-level probability question, only half their accuracy on the group-level probability questions (74 %). Interestingly, subjects who did not select the correct response to individual-level questions almost always chose the corresponding group-level answer.

Practical implications

Probability confusion can distort suspect prioritization, an important task in criminal investigations involving information overload. It may also contribute to algorithmic discrimination in the criminal justice system. Our analysis suggests why some people answer incorrectly to the Kahneman and Tversky taxicab exercise.

Originality

This is a novel study. While previous research has explored ecological fallacies, cognitive biases, and common probability errors, this is the first analysis to directly examine group-individual probability confusion.
群体-个人概率混淆:刑事调查中嫌疑人优先排序的含义
在信息过载的刑事调查中,嫌疑人优先排序是一项至关重要的功能。由于这一努力涉及到概率排序,因此避免混淆群体和个人选择概率是很重要的,这是一种与卡纳曼和特沃斯基的肇事逃逸出租车颜色练习有关的生态谬论。我们对1017名大学生进行了一项实验调查,研究了这一趋势。调查包括个人和群体层面的概率问题,以随机顺序呈现。参与者完成主观算术量表来评估准确性是否与社交网络自我评估相关。研究结果:在个人层面的概率问题上,受试者在不同情境下的平均答对率为39%,而在群体层面的概率问题上,他们的答对率只有一半(74%)。有趣的是,对于个人层面的问题,没有选择正确答案的受试者几乎总是选择相应的群体层面的答案。实际意义概率混淆会扭曲嫌疑人优先排序,这是涉及信息过载的刑事调查中的一项重要任务。它还可能导致刑事司法系统中的算法歧视。我们的分析揭示了为什么有些人对卡尼曼和特沃斯基的出租车练习回答错误。这是一项新颖的研究。虽然之前的研究已经探索了生态谬误、认知偏差和常见的概率错误,但这是第一次直接研究群体-个人概率混淆的分析。
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来源期刊
Journal of Criminal Justice
Journal of Criminal Justice CRIMINOLOGY & PENOLOGY-
CiteScore
6.90
自引率
9.10%
发文量
93
审稿时长
23 days
期刊介绍: The Journal of Criminal Justice is an international journal intended to fill the present need for the dissemination of new information, ideas and methods, to both practitioners and academicians in the criminal justice area. The Journal is concerned with all aspects of the criminal justice system in terms of their relationships to each other. Although materials are presented relating to crime and the individual elements of the criminal justice system, the emphasis of the Journal is to tie together the functioning of these elements and to illustrate the effects of their interactions. Articles that reflect the application of new disciplines or analytical methodologies to the problems of criminal justice are of special interest. Since the purpose of the Journal is to provide a forum for the dissemination of new ideas, new information, and the application of new methods to the problems and functions of the criminal justice system, the Journal emphasizes innovation and creative thought of the highest quality.
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