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Product Management Root Cause Analysis Question: Investigating personal loan retention rate decline for fintech company
Image of author vinay

Vinay

Updated Nov 25, 2024

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Asked at Julo

15 mins

Why has the 30-day retention rate for Julo's personal loan product dropped by 15% this month?

Data Analysis Problem Solving Strategic Thinking Fintech Personal Lending Financial Services
Product Strategy Data Analysis User Retention Fintech Root Cause Analysis

Introduction

The 15% drop in 30-day retention for Julo's personal loan product is a critical issue that demands immediate attention. This analysis will systematically identify potential root causes, validate hypotheses, and propose targeted solutions to address the retention decline. We'll examine both internal and external factors, leveraging data-driven insights to develop a comprehensive action plan.

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 drop coincided with any particular time of year or event?

Why it matters: Seasonal patterns could explain temporary fluctuations. Expected answer: No significant seasonal correlation. Impact on approach: If seasonal, we'd focus on cyclical strategies; if not, we'd investigate other factors.

  • Considering user segments, I'm wondering if this affects all borrowers equally. Have you noticed any differences in retention rates across various user demographics or loan types?

Why it matters: Identifies whether the issue is universal or segment-specific. Expected answer: The drop is more pronounced in first-time borrowers. Impact on approach: We'd tailor solutions to specific segments if disparities exist.

  • Thinking about recent changes, have there been any updates to the loan application process, terms, or user interface in the past 60 days?

Why it matters: Recent changes could directly impact user experience and retention. Expected answer: A minor UI update was implemented last month. Impact on approach: We'd scrutinize the impact of recent changes on user behavior.

  • Considering market dynamics, has there been any significant shift in competitor offerings or marketing strategies recently?

Why it matters: External market forces could be drawing users away. Expected answer: One competitor launched an aggressive marketing campaign. Impact on approach: We'd analyze our competitive positioning and value proposition.

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