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:
- Clarify the situation with targeted questions
- Rule out basic external factors
- Analyze the product and user journey
- Break down the metric components
- Gather and prioritize relevant data
- Form and evaluate hypotheses
- Conduct root cause analysis
- Propose validation methods and next steps
- Present a decision framework
- Outline a comprehensive resolution plan
This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.
Step 1
Clarifying Questions (3 minutes)
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.
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.
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.
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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