What Fairness Metrics Can Really Tell You: A Case Study in the Educational Domain

Abstract

Recently, discussions on fairness and algorithmic bias have gained prominence in the learning analytics and educational data mining communities. To quantify algorithmic bias, researchers and practitioners often use popular fairness metrics, e