Your question is Bayesian vs Frequentist Choice. 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).
Describe a scenario where you would choose a Bayesian approach over a frequentist one.
Give a practical example and explain why the Bayesian framework is better suited to the available evidence, prior knowledge, and decision objective. Compare the assumptions, interpretation of uncertainty, and operational trade-offs with a frequentist alternative.