Introduction
The sudden 30% increase in declined applications for Sunbit's no-credit-check financing option this month is a critical issue that requires immediate attention. To address this problem, I'll employ a systematic approach to identify, validate, and resolve the root cause while considering both short-term and long-term implications.
This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.
Step 1
Clarifying Questions (3 minutes)
Why it matters: Recent changes could directly impact approval rates. Expected answer: Yes, there was a minor update to the application form. Impact on approach: If yes, we'd focus on the specific changes and their potential effects.
Why it matters: Helps identify if the issue is systemic or specific to certain user groups. Expected answer: The decline is more pronounced in certain age groups or income levels. Impact on approach: If segmented, we'd analyze the most affected groups more closely.
Why it matters: Helps determine if this is an anomaly or part of a larger trend. Expected answer: This is significantly higher than usual monthly variations of 5-10%. Impact on approach: If anomalous, we'd focus on recent changes or external factors.
Why it matters: Ensures we're dealing with accurate data before diving deeper. Expected answer: No changes to tracking or reporting systems. Impact on approach: If yes, we'd need to validate the data before proceeding with other analyses.
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