冥王星:一个公共价值评估工具
IEEE computer graphics and applications
|January 19, 2026
概括
我们介绍PLUTO,一个公共价值评估工具,以在道德上评估数据使用. 该框架通过评估数据风险和好处,促进数据实践中的问责制,促进利益相关者的参与.
科学领域:
- 数据科学数据科学数据科学
- 数据使用中的伦理.
- 数据对社会的影响数据的社会影响.
背景情况:
- 人们越来越担心数据利用的伦理影响和社会影响.
- 需要标准化框架来评估与数据项目相关的公共价值和风险.
- 数据团结原则作为公平数据治理的基础.
研究的目的:
- 介绍PLUTO (公共价值评估工具),这是一个评估数据使用公共价值的新框架.
- 为各种利益相关者提供批判性评估数据项目的权力.
- 鼓励人们思考数据利用所带来的风险和好处.
主要方法:
- 基于数据团结的结构化评估框架的开发.
- 纳入定性风险效益分析,重点关注可操作的定量指标.
- 由理论基础和初始用户反来告知代设计过程.
主要成果:
- 普鲁托为利益相关者提供了一个结构化的方法来参与数据项目.
- 在将定性评估转化为定量,透明的指标时发现的挑战.
- 最初的用户反表明了改善决策和问责制的潜力.
结论:
- 普鲁托为评估数据使用的公共价值提供了一个有前途的工具.
- 该框架有可能促进负责任的数据实践和共同问责制.
- 需要进一步发展,以完善度量翻译并确保包容性.
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