Benchmarking Attribution Recovery: A Formal Analysis of OLS Robustness in Non-Linear Marketing Ecosystems

This study quantifies the true marginal utility of marketing investments in the Saudi Arabian digital landscape using a Bayesian-inspired Media Mix Model (MMM). It analyzes a three-year longitudinal dataset to isolate the impact of media spend from cultural drivers, providing a definitive roadmap for budget optimization in an era of signal loss.