Why has Oportun's personal loan application completion rate dropped by 15% over the past month?

Introduction

The recent 15% drop in Oportun's personal loan application completion rate is a critical issue that demands immediate attention. As we analyze this product challenge, we'll employ a systematic framework to identify, validate, and address the root cause while considering both short-term fixes and long-term strategic implications.

Our approach will involve a thorough examination of internal and external factors, data analysis, hypothesis generation, and validation. We'll conclude with a clear action plan to resolve the issue and prevent future occurrences.

Step 1

Clarifying Questions (3 minutes)

• Looking at the timing, I'm thinking there might be a recent change in the application process. Has there been any update to the loan application flow in the past month?

Why it matters: Recent changes could directly impact completion rates. Expected answer: Yes, there was a minor UI update. Impact on approach: If confirmed, we'd focus on the specific changes made.

• Considering user segments, I'm wondering if this drop is uniform across all applicant types. Are we seeing this 15% decrease consistently across different credit score ranges or loan amount requests?

Why it matters: Helps identify if the issue is global or specific to certain user groups. Expected answer: The drop is more pronounced in lower credit score applicants. Impact on approach: We'd investigate factors specifically affecting this segment.

• Thinking about external factors, has there been any significant change in marketing strategies or channels driving traffic to the application?

Why it matters: Changes in traffic sources could alter the applicant pool and completion rates. Expected answer: No major changes in marketing strategies. Impact on approach: We'd focus more on internal factors if marketing remains constant.

• Considering technical aspects, have there been any reported issues with application load times or error rates in the past month?

Why it matters: Technical problems could directly impact user ability to complete applications. Expected answer: Some intermittent slowdowns were reported. Impact on approach: We'd prioritize technical investigation if issues are confirmed.