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Company focus

Lulalend

Why has the average time to disburse funds for approved Lulalend loans increased from 24 hours to 36 hours over the past quarter?

Prepared by NextSprints

15 mins
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Data Analysis Problem Solving Process Optimization Fintech Small Business Lending Financial Services Data Analysis Fintech Root Cause Analysis Process Optimization Loan Disbursement
Product Management Root Cause Analysis Question: Investigating increased loan disbursement time for a fintech company

Introduction

The increase in average fund disbursement time for approved Lulalend loans from 24 to 36 hours over the past quarter is a critical issue that requires immediate attention. This slowdown directly impacts our core value proposition of quick access to capital for small businesses. I'll approach this problem systematically, focusing on identifying the root cause, validating hypotheses, and developing both short-term fixes and long-term solutions.

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 seasonal factors at play. Has there been any significant change in loan application volume or approval rates during this period?

Why it matters: Seasonal fluctuations could explain the slowdown without indicating a systemic issue. Expected answer: Application volume increased by 30%, but approval rates remained stable. Impact on approach: If confirmed, we'd focus on scaling our disbursement process.

  • Considering potential system changes, have there been any recent updates to our loan processing software or integrations with financial partners?

Why it matters: Technical changes often have unintended consequences on processing times. Expected answer: A new fraud detection system was implemented last month. Impact on approach: We'd investigate the new system's impact on processing times.

  • Thinking about our user segments, has there been a shift in the types of businesses applying for loans or the average loan amount requested?

Why it matters: Different business types or loan amounts might require more complex processing. Expected answer: We've seen an increase in applications from the manufacturing sector. Impact on approach: We'd examine if certain business types are causing longer processing times.

  • Regarding our performance metrics, has the definition of "time to disburse funds" remained consistent, and are we confident in the accuracy of our measurement systems?

Why it matters: Ensures we're addressing a real issue and not a measurement anomaly. Expected answer: The definition and measurement systems have remained unchanged. Impact on approach: We'd focus on operational factors rather than metric definition issues.

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Updated Nov 27, 2024