Bayesian Thinking & Audience Targeting: Chasing the Inverted Unicorn with Andrew Bloom
We are joined by data-nerd and audience marketing expert Andrew Bloom from Neustar's global business solutions. Andrew shares insights on data-driven marketing, Bayesian thinking, and the intricate world of programmatic advertising. The hosts delve into Andrew’s journey from freelance hustler to ad tech expert, providing listeners with a comprehensive look into how psychological principles and data analytics shape modern marketing.Programmatic Advertising & Auction-Based Marketing:- Understanding different types of auction mechanics in digital advertising (e.g., Google's non-truthful Bayesian generalized second-price auction).- The importance of understanding the auction game theory behind platforms like Google, Facebook, and LinkedIn.Marketing Mix & Bayesian Thinking:- How Bayesian inference applies to marketing decision-making.- The role of biases in influencing marketing data interpretation.Marketing Attribution & Measurement:- The challenges of assigning credit to various marketing channels.- Importance of marketing mix modeling (MMM) in understanding channel performance.- How Bayesian thinking can improve marketing optimization.Marketing Mix Modeling & Statistical Modeling:- Utilizing econometric models to measure marketing impact across different channels.- Creating predictable formats to decompose marketing signals and understand their effects.-The significance of "sine wave" messaging strategies for better attribution.Optimization & Channel Interaction:- The interconnectedness of various marketing channels.- CRO (Conversion Rate Optimization) as a fundamental approach to improve performance.- Tailoring media strategies for effective retargeting and brand positioning.Thank you for joining us at Manipulation Games: Psychology & Marketing podcast. Tune in for a data-packed conversation that will change how you approach marketing strategy!