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Marketing Budget Optimization Framework

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Problem

Scenario

You are advising a marketing team that needs to decide how to allocate spend across channels and campaigns. Leadership wants a clearer way to balance short-term efficiency with long-term growth, especially when attribution is imperfect and channel performance changes over time.

Question

If tasked with optimizing a marketing budget, what factors would you consider?