Introduction
The trade-off we're examining for Axis Bank's credit card offerings is whether to focus on increasing cashback rewards to drive usage or implement stricter credit limits to manage risk exposure. This scenario involves balancing customer acquisition and retention against financial risk management. I'll analyze this trade-off by considering the business context, user impact, technical feasibility, and strategic implications.
I'll start by asking clarifying questions, then identify the trade-off type, understand the product, form a hypothesis, define metrics, design an experiment, plan data analysis, create a decision framework, and finally provide a recommendation with next steps.
Step 1
Clarifying Questions (3 minutes)
Why it matters: Helps assess the competitive landscape and potential impact of increasing rewards. Expected answer: Our cashback is slightly below average. Impact on approach: If true, would strengthen the case for increasing cashback.
Why it matters: Crucial for evaluating the need for stricter credit limits. Expected answer: Default rates are slightly above industry average. Impact on approach: If true, would support implementing stricter credit limits.
Why it matters: Helps tailor the approach to maximize impact on key user groups. Expected answer: High-value customers show higher engagement with rewards programs. Impact on approach: Would influence targeting of increased cashback rewards.
Why it matters: Affects the feasibility and timeline of implementing changes. Expected answer: System allows for some flexibility, but major changes require significant development time. Impact on approach: Would influence the scope and timeline of proposed changes.
Why it matters: Aligns the solution with overall business strategy. Expected answer: Balanced approach, with slight lean towards growth. Impact on approach: Would help prioritize between increased rewards and stricter limits.
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