Fairness in Credit Scoring: Assessment, Implementation and Profit Implications

Nikita Kozodoi, Johannes Jacob, Stefan Lessmann

The rise of algorithmic decision-making has spawned much research on fair machine learning (ML). Financial institutions use ML for building risk scorecards that support a range of…