Introduction
Balancing longer repayment terms to attract customers against increased default risk is a critical trade-off for Snap Finance. This scenario involves weighing customer acquisition and revenue growth against financial stability and risk management. I'll analyze this trade-off by examining key metrics, designing experiments, and providing a data-driven recommendation.
I'd like to outline my approach to ensure we're aligned on the key areas I'll cover in my analysis.
Step 1
Clarifying Questions (3 minutes)
Why it matters: Helps establish a baseline for comparison Expected answer: Current terms are 6-12 months with a 5% default rate Impact on approach: Would inform the range of extended terms to consider
Why it matters: Identifies target audience and potential growth areas Expected answer: Correct, looking to expand into near-prime credit segment Impact on approach: Would tailor terms and risk assessment for new segments
Why it matters: Determines our ability to mitigate increased risk Expected answer: ML models in place with 80% accuracy in predicting defaults Impact on approach: Would influence how aggressively we can extend terms
Why it matters: Ensures we can operationally support the change Expected answer: Current team at 70% capacity, some scaling needed Impact on approach: Would factor in operational costs and scaling time
Why it matters: Helps prioritize and scope the project Expected answer: Aiming for pilot launch next quarter, full rollout in 6 months Impact on approach: Would determine the pace of testing and implementation
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