Advantages of a Bayesian approach to Media Mix Modeling
This study investigates the application of Bayesian methods in Media Mix Modeling (MMM) and compares their performance against more traditional regression models. We develop multiple MMM's to quantify the impact of media and non-media variables on a company's performance, including: (1) a Bayesian regression model incorporating prior knowledge and posterior inference, and (2) simpler regre
