Episode Details

This story was originally published on HackerNoon at: https://hackernoon.com/i-built-a-budget-optimiser-that-showed-me-the-cost-of-my-own-rules.
Building CLARO showed how shadow prices and constraint analysis can make marketing budget recommendations easier to understand and challenge.
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Building a Python budget optimiser led the author to focus on explaining recommendations: which constraints matter, what trade-offs they impose, and how alternative allocations compare.