Responsible Credit-Line Increase: A Fairness-Aware, Explainable, and Governed Machine-Learning Framework for Socio-Technical Lending Systems
The study formalizes proactive credit-line increases (CLI) as a constrained incremental-profit maximization problem governed by expected loss budgets and explicit fairness tolerances.