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DataFunSummit
DataFunSummit
May 12, 2023 · Artificial Intelligence

Applying External Data in Consumer Credit Risk Management: Framework, Evaluation, and Joint Modeling

This article explains how external data can be integrated into consumer credit risk management, covering the credit risk operating framework, data types needed for acquisition, pre‑loan and post‑loan stages, evaluation methods, challenges of joint modeling, transfer‑learning solutions, and clustering strategies to improve model performance.

consumer lendingcredit riskdata evaluation
0 likes · 17 min read
Applying External Data in Consumer Credit Risk Management: Framework, Evaluation, and Joint Modeling
DataFunTalk
DataFunTalk
Sep 2, 2019 · Artificial Intelligence

Credit Risk Strategies: Data, Rules, and Model Development for Consumer Lending

This article presents a comprehensive overview of consumer credit risk management, covering industry background, traditional scoring‑card and machine‑learning model development processes, risk‑rate and limit strategies, rule effectiveness diagnostics, and advanced model‑optimization techniques to improve underwriting performance and cost efficiency.

Machine Learningconsumer lendingcredit risk
0 likes · 10 min read
Credit Risk Strategies: Data, Rules, and Model Development for Consumer Lending