Writings

White papers, quarterly reports, and blog posts on consumer credit risk and AI in lending.

Consumer Credit Risk

I specialize in interpretable and regulatory-compliant machine learning models for banks and fintechs across the lending lifecycle including Acquisitions, Customer Management, Collections, and Fraud.

I also lead 2OS's credit risk research, where we dive deep into the latest trends in the consumer credit industry, alternative data, and new lending products such as BNPL and credit builders.


White papers

Deep dives into topics of interest in consumer credit.

  • A Quick Overview of Modern AI for Lenders — 04/2024 [PDF]
  • Impact of Student Loan Deferrals & Early Risk Indicators — 10/2023
  • Credit Risk Trends in the Covid Era: Increasing Subprime Concentration and Student Loan Deferrals — 01/2022

Credit Risk Quarterly Reports

Comprehensive reports on the state of the U.S. consumer credit industry with proprietary views across asset classes including credit cards, personal loans, auto loans, and mortgages.

  • 2022 Q2 — PDF
  • 2022 Q3 — PDF
  • 2022 Q4 — PDF
  • 2023 Q1 — PDF
  • 2023 Q2 — PDF
  • 2023 Q3 — PDF
  • 2023 Q4 — PDF

Blog Posts

  • 2024 Forward Looking + 2023 Year in Review — Medium
  • Credit Risk Review: Rising Inflation, BNPL, and Subprime Concentration — Medium