Mind the Gap: A Causal Perspective on Bias Amplification in Prediction & Decision-Making

Most of the literature in fair machine learning focuses on defining and achieving fairness criteria in the context of prediction, while not explicitly focusing on how these predictions may be used later on in the pipeline.