Introduction
Lendable's 15% drop in personal loan approval rates over the past month is a critical issue that demands immediate attention. This decline not only affects the company's revenue but also impacts customer satisfaction and market position. I'll approach this problem systematically, focusing on identifying the root cause, validating hypotheses, and developing both short-term and long-term solutions.
This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.
Step 1
Clarifying Questions (3 minutes)
Why it matters: Changes in credit scoring can directly impact approval rates. Expected answer: Yes, there was a recent update. Impact on approach: If confirmed, we'd focus on validating the new model's performance.
Why it matters: Changes in applicant quality could explain the drop in approvals. Expected answer: Some shift in applicant profiles has been observed. Impact on approach: We'd analyze the new applicant segments and their approval rates.
Why it matters: Industry-wide trends could indicate external factors at play. Expected answer: Limited information available, but no major industry-wide trends reported. Impact on approach: We'd focus more on internal factors if competitors aren't affected.
Why it matters: Technical issues could lead to incorrect rejections or incomplete applications. Expected answer: No major issues reported, but some minor glitches occurred. Impact on approach: We'd investigate the impact of these glitches on approval rates.
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