Introduction
The 20% drop in approval rates for First Republic Bank's Eagle Lending program for business loans is a significant issue that requires thorough investigation. This analysis will systematically identify, validate, and address the root cause while considering both immediate and long-term implications for the bank's lending operations.
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 fluctuations could indicate external factors rather than internal issues. Expected answer: The drop has been consistent across quarters. Impact on approach: If seasonal, we'd focus on year-over-year comparisons and industry trends.
Why it matters: Changes in criteria could directly impact approval rates. Expected answer: No significant changes to approval criteria. Impact on approach: If criteria have changed, we'd need to evaluate the impact of these changes on approval rates.
Why it matters: Changes in applicant demographics could affect approval rates. Expected answer: Some shift towards riskier industries. Impact on approach: If confirmed, we'd need to analyze risk assessment models and industry-specific factors.
Why it matters: Process changes could inadvertently affect approval rates. Expected answer: No major changes to the approval process. Impact on approach: If changes occurred, we'd focus on process optimization and team training.
Why it matters: Ensures we're comparing apples to apples and not dealing with a data anomaly. Expected answer: Calculation methods and systems are consistent and functioning properly. Impact on approach: If inconsistencies are found, we'd prioritize data validation and system checks.
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