Credit Card Collections in India: Why Revolving Balance Models Need Different AI

Card NPAs Jumped 28% in a Year, Concentrated Almost Entirely in the Segment Instalment Models Handle Worst TL;DR India’s credit card NPA numbers moved sharply in a short window: a 28.42% year-on-year jump to Rs 6,742 crore by December 2024. The aggregate NPA ratio still looks manageable at roughly 2.3% of total receivables, but that […]
Credit Card Collections AI: How Revolving Behaviour Changes the Propensity Model

Your Installment Model Isn’t Underperforming on Cards. It’s Answering a Different Question. TL;DR A collections model that performs well on personal loans and auto loans, then quietly underperforms the moment it’s pointed at a credit card portfolio, isn’t a model that needs more data. It’s a model answering a question revolving credit doesn’t ask. Why […]


