Introduction
Fundbox's invoice financing approval rate dropping by 15% over the past month is a critical issue that demands immediate attention. This significant decline could impact the company's revenue, 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 risk models can significantly impact approval rates. Expected answer: Yes, there was a recent update. Impact on approach: If confirmed, we'd focus on analyzing the new model's performance.
Why it matters: Changes in applicant demographics could affect approval rates. Expected answer: There's been an increase in applications from higher-risk industries. Impact on approach: We'd need to assess if our model is appropriately calibrated for these new applicants.
Why it matters: Ensures we're comparing apples to apples when looking at historical data. Expected answer: No significant changes in data processes. Impact on approach: If changes are identified, we'd need to adjust our analysis accordingly.
Why it matters: External factors can significantly influence approval rates. Expected answer: There's been some economic volatility, but no major policy changes. Impact on approach: We'd need to factor in economic conditions when assessing our model's performance.
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