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Product Management Root Cause Analysis Question: Investigating credit card approval rate decline for Neo Financial
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Nextsprints

Updated Jan 22, 2025

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Why has Neo Financial's credit card application approval rate dropped by 15% over the past month?

Data Analysis Problem Solving Strategic Thinking Fintech Banking Credit Services
Data Analysis Fintech Root Cause Analysis Risk Management Credit Cards

Introduction

Neo Financial's credit card application approval rate has dropped by 15% over the past month, signaling a significant issue that requires immediate attention. To address this problem, I'll employ a systematic approach to identify, validate, and resolve the root cause while considering both short-term fixes and long-term strategic implications.

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 recent change in our credit scoring model. Has there been any update to our risk assessment algorithms in the past month?

Why it matters: Changes in credit scoring can directly impact approval rates. Expected answer: Yes, there was a recent update. Impact on approach: If confirmed, we'd focus on validating the new model's performance.

  • Considering potential market shifts, have we seen any significant changes in the demographics of applicants recently?

Why it matters: A shift in applicant demographics could explain the approval rate drop. Expected answer: No major changes observed. Impact on approach: If true, we'd look more closely at internal factors.

  • I'm curious about our marketing efforts. Have we launched any new campaigns or partnerships that might have attracted a different applicant pool?

Why it matters: New marketing initiatives can alter the quality of applicants. Expected answer: A new partnership was launched recently. Impact on approach: We'd investigate the quality of leads from this new source.

  • Thinking about external factors, has there been any recent economic news or policy changes that might affect consumer credit worthiness?

Why it matters: Economic conditions can impact overall approval rates. Expected answer: No significant economic changes. Impact on approach: We'd focus more on internal factors if external conditions are stable.

  • I'm wondering about our data integrity. Have there been any recent changes or issues with our application processing systems?

Why it matters: Technical issues could lead to incorrect approval decisions. Expected answer: No known system issues. Impact on approach: If confirmed, we'd prioritize investigating other internal factors.

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