Introduction
CarMax's in-store financing approval rate drop of 10% for customers with credit scores between 600-650 in the last month is a critical issue that demands immediate attention. This decline could significantly impact sales, customer satisfaction, and overall business performance. I'll approach this problem systematically, focusing on identifying the root cause, validating hypotheses, and developing both short-term 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)
Why it matters: Policy changes could directly impact approval rates. Expected answer: Yes, there was a recent update to our lending criteria. Impact on approach: If confirmed, we'd focus on policy impact analysis.
Why it matters: Changes in applicant demographics could explain the drop. Expected answer: No significant change in applicant distribution. Impact on approach: If unchanged, we'd look more closely at internal factors.
Why it matters: Helps isolate whether the issue is specific to in-store processes. Expected answer: Online approval rates have remained stable. Impact on approach: If confirmed, we'd investigate in-store specific factors.
Why it matters: Technical glitches could be causing incorrect rejections. Expected answer: A minor update was rolled out three weeks ago. Impact on approach: If true, we'd prioritize technical investigation.
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