Bias in Predictive Policing

A city uses a predictive policing DSS to allocate police resources. Data analysis reveals that certain neighborhoods are disproportionately targeted, raising concerns about racial bias.

Analyze the scenario: Identify potential sources of bias and their impact.

Discuss ethical implications.

Brainstorm strategies to identify and mitigate bias in this scenario.

Please provide detailed answers to each scenario, considering both technical and ethical perspectives.