Running Marketing Mix Modeling in a Real Organization: Planning and Trust

Deploying MMM inside a real organization introduces challenges that the modeling work alone cannot solve. Brands change strategies, channels evolve, and marketers have strong intuitions that any model must engage with respectfully. This course steps past the modeling and into the organizational discipline that decides whether MMM actually shapes budget decisions. You will work through written scenarios that mirror the rollout, first planning cycle, and steady-state operation of MMM across different brand contexts. The course also addresses the trust-building work that turns a model into a planning tool. What you'll learn: - Plan rollout in phases that build trust with brand teams, media planners, and finance partners - Integrate MMM with annual planning, quarterly reviews, and in-flight optimization conversations - Design dashboards and storytelling tools that translate model outputs into planning decisions - Manage tension between model recommendations and marketer intuition through structured conversations - Run model refresh cycles that incorporate new channels, campaigns, and external events - Govern data sources, model assumptions, and result reporting in a way regulators and auditors accept The course begins with rollout, moves through planning cycles and trust building, and finishes with refresh and governance. A capstone written exercise asks you to draft a one-year MMM operations plan for a specific brand and team setup. This course is designed for marketing leaders, analytics directors, and technology integrators bringing MMM into established organizations. No prior MMM experience is required. The course respects how real brand teams work and treats trust and storytelling as first-class concerns alongside the math.