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Company focus

Bread Financial

What factors are causing the sudden increase in late payments for Bread Financial's retail installment loans this month?

Prepared by NextSprints

15 mins
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Data Analysis Problem Solving Strategic Thinking Fintech Retail Consumer Lending Root Cause Analysis Payment Systems User Behavior Financial Services Economic Factors
Product Management Root Cause Analysis Question: Investigating sudden increase in late payments for retail installment loans

Introduction

The sudden increase in late payments for Bread Financial's retail installment loans this month is a critical issue that requires immediate attention. As we delve into this problem, we'll systematically analyze potential root causes, considering both internal and external factors that may be contributing to this concerning trend.

Framework overview

This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.

Step 1

Clarifying Questions (3 minutes)

  • Looking at the timing, I'm thinking there might be a seasonal component. Has this increase coincided with any particular events or time of year?

Why it matters: Seasonal patterns could indicate external factors rather than internal issues. Expected answer: No clear seasonal pattern identified. Impact on approach: If seasonal, we'd focus on cyclical strategies; if not, we'd investigate recent changes.

  • Considering user segments, I'm wondering if this is affecting all borrowers equally. Are we seeing this increase across all customer segments or is it concentrated in specific groups?

Why it matters: Helps identify if the issue is systemic or segment-specific. Expected answer: Increase is more pronounced in younger borrowers. Impact on approach: If segment-specific, we'd tailor solutions to those groups; if universal, we'd look at broader factors.

  • Thinking about recent changes, have there been any modifications to the loan terms, application process, or payment systems in the last few months?

Why it matters: Recent changes could directly impact payment behavior. Expected answer: Minor updates to the online payment portal were made. Impact on approach: If changes occurred, we'd investigate their impact; if not, we'd look at external factors or gradual shifts in user behavior.

  • Considering data integrity, has there been any change in how we're measuring or defining late payments?

Why it matters: Ensures we're addressing a real issue, not a measurement anomaly. Expected answer: No changes in measurement or definition. Impact on approach: If measurement changed, we'd recalibrate our analysis; if not, we'd proceed with investigating actual payment behaviors.

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Updated Jan 22, 2025