Your question is Balance Conversion vs LTV. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
How do you balance the trade-off between short-term conversion rates and long-term customer lifetime value when designing personalization algorithms?
Discuss how you would define the objective, choose and prioritize signals, evaluate competing algorithmic approaches, and validate that short-term gains are not creating longer-term customer harm. Address experimentation, segmentation, guardrail metrics, and the decision rules you would use before launching or scaling a personalization change.