Evidence of What, for Whom? The Socially Contested Role of Algorithmic Bias in a Predictive Policing Tool
Marta Ziosi,
Dasha Pruss
Abstract:This paper presents a critical, qualitative study of the social role of algorithmic bias in the context of the Chicago crime prediction algorithm, a predictive policing tool that forecasts when and where in the city crime is most likely to occur. Through interviews with 18 Chicago-area community organizations, academic researchers, and public sector actors, we show that stakeholders from different groups articulate diverse problem diagnoses of the tool's algorithmic bias, strategically using it as evidence to … Show more
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