Designing a Causal Inference Study for Algorithm Fairness
Instruction: Outline a study to evaluate whether a machine learning algorithm introduces bias in hiring decisions.
Context: This question assesses the candidate's ability to design a research study that can effectively identify and measure causal relationships, specifically in the context of algorithmic fairness in hiring practices.
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To start, we need to clarify the objective of our study: to evaluate whether a machine learning algorithm introduces bias in hiring decisions. For this purpose, I propose a mixed-methods approach that combines quantitative analysis with qualitative insights to ensure a comprehensive understanding of both the algorithm's performance and its impact on decision-making processes...