Often Missing SkillsIncrementality TestingAttribution ModelingCreative Performance AnalysisFirst Party Data StrategyForecastingMarketing Experimentation
Development SuggestionsBuild a portfolio of before and after results from optimizations and tests. Strengthen measurement by learning how conversions are tracked, how attribution works, and how to validate impact with controlled tests. Practice forecasting and pacing using simple models that connect spend to outcomes.