Key Takeway

Automated open-source media and marketing mix models can help resource-constrained firms measure incremental marketing impact across channels but may also introduce managerial risks by concealing model misspecifications, insufficient variation and endogeneity. Calibration and triangulation using experiments, trusted attribution signals and structured diagnostics can keep observational estimates tethered to business reality.