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Why has Sumitomo Mitsui Banking's small business loan approval rate dropped by 20% compared to the previous quarter?

Prepared by NextSprints

15 mins
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Data Analysis Problem Solving Strategic Thinking Banking Financial Services Small Business Lending Product Strategy Data Analysis Root Cause Analysis Risk Assessment Financial Services
Product Management Root Cause Analysis Question: Investigating small business loan approval rate decline

Introduction

The recent 20% drop in Sumitomo Mitsui Banking's small business loan approval rate is a critical issue that demands immediate attention. This analysis will systematically investigate potential root causes, generate data-driven hypotheses, and propose actionable solutions to address the decline in loan approvals.

To tackle this problem, I'll follow a structured approach:

  1. Clarify the situation with targeted questions
  2. Rule out basic external factors
  3. Analyze the product and user journey
  4. Break down the metric components
  5. Gather and prioritize relevant data
  6. Form and evaluate hypotheses
  7. Conduct root cause analysis
  8. Propose validation methods and next steps
  9. Present a decision framework
  10. Outline a comprehensive resolution 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 seasonal factors at play. Has this drop occurred during a specific time of year that might affect small business loan applications?

Why it matters: Seasonal trends could explain cyclical changes in loan approval rates. Expected answer: No significant seasonal patterns observed in previous years. Impact on approach: If seasonal, we'd focus on adjusting for cyclical trends; if not, we'd investigate other factors.

  • Considering recent economic shifts, I'm wondering about changes in the risk assessment criteria. Have there been any updates to the loan approval process or credit scoring models in the past quarter?

Why it matters: Changes in internal processes could directly impact approval rates. Expected answer: Some minor tweaks to the risk assessment model were implemented. Impact on approach: If confirmed, we'd scrutinize these changes and their potential unintended consequences.

  • Thinking about market dynamics, I'm curious about the competitive landscape. Has there been any significant shift in competitor offerings or marketing strategies for small business loans?

Why it matters: External competitive pressures could be driving businesses to other lenders. Expected answer: A new fintech player entered the market with aggressive rates. Impact on approach: If true, we'd need to assess our product positioning and potentially adjust our offering.

  • Considering potential technical issues, I'm wondering about the stability of our loan application system. Have there been any reported outages, glitches, or performance issues in the online application process?

Why it matters: Technical problems could be preventing successful applications or approvals. Expected answer: No major issues reported, but there have been some intermittent slowdowns. Impact on approach: If confirmed, we'd prioritize technical investigation and system optimization.

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NextSprints

Updated Jan 22, 2025