Introduction
Balancing longer repayment terms with increased default risk and reduced cash flow is a critical trade-off for Scalapay's growth strategy. This scenario involves weighing customer acquisition against financial stability. I'll analyze this trade-off by examining key metrics, designing experiments, and providing a data-driven recommendation.
I'll start by asking clarifying questions, then identify the trade-off type, understand the product, analyze potential impacts, define key metrics, design an experiment, plan data analysis, create a decision framework, and finally provide recommendations and next steps.
Step 1
Clarifying Questions (3 minutes)
Why it matters: Helps understand if this is a reactive or proactive move Expected answer: We're slightly behind competitors in terms of flexibility Impact on approach: Would prioritize speed in implementation if we're lagging
Why it matters: Crucial for quantifying the risk aspect of the trade-off Expected answer: Default rates increase non-linearly with longer terms Impact on approach: Would inform the risk threshold for extended terms
Why it matters: Determines our ability to mitigate increased risk Expected answer: We have a basic model with room for improvement Impact on approach: Would include upgrading our risk assessment as part of the solution
Why it matters: Defines our risk tolerance for this initiative Expected answer: We have a solid cash position but limited credit lines Impact on approach: Would suggest a phased rollout to manage cash flow impact
Why it matters: Helps balance short-term risk against long-term value Expected answer: Longer terms show higher retention but data is limited Impact on approach: Would emphasize gathering more longitudinal data
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