Analyze customer, transaction, loyalty, behavioral, and external business data—including seasonality, pricing, promotions, weather, store growth, competitive activity, and economic conditions—to identify trends, customer segments, and factors that influence marketing performance and isolate incremental impact. Develop scenario planning and forecasting analyses in partnership with the ad agency to demonstrate the expected business impact of changes to marketing budgets, channel mix, campaign timing, market allocation, and investment strategy.