人们从算法中想要什么? 公众对政府算法的看法
1Max Planck Institute for Research on Collective Goods.
Law and human behavior
|June 9, 2025
概括
公众对政府算法决策工具 (ADT) 的信任随着透明度,准确性和人类监督而增加. 获得公众支持的关键因素包括明确的解释,通知,听证选项和人类参与这个过程.
科学领域:
- 公共政策公共政策.
- 人与计算机的互动.
- 政府技术政府技术.
背景情况:
- 算法决策工具 (ADT) 在政府计划中越来越多地使用.
- 公众的看法对这些技术的采用和有效性有很大的影响.
研究的目的:
- 调查关于算法设计和机构治理的ADT的特定属性如何影响公众的看法.
- 确定增强政府ADT的可接受性,公平性和效率的因素.
主要方法:
- 一个联合实验设计被用于1,213名美国成年人.
- 参与者评估了具有不同属性的ADT的假设政府计划提案.
- 分析的重点是ADT属性的平均边际组成部分对感知可接受性,公平性和效率的影响.
主要成果:
- 增强过程个性化的属性显著提高了ADT的可接受性.
- 参与者更喜欢提供决策解释,听证选择,通知和人类参与的ADT.
- 政策领域对公平性和可接受性影响最大;准确性对效率最为关键.
结论:
- 公众对政府ADT的支持取决于透明度,通知,听证选择和人类监督.
- 通过明确的沟通和人类参与来加强利益相关者的代理,对于ADT实施至关重要.
- 将ADT属性定制到特定的政策领域对于优化公平性和可接受性至关重要.
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