BUSINESS CHALLENGE: A beverage manufacturer wanted to accurately attribute the sales impact of each marketing and trade activity taking into consideration both direct and indirect effects, particularly for digital media

APPROACH: Developed attribution model using econometric modeling techniques and identified direct and indirect path to sales

BUSINESS IMPACT
: Identified most effective marketing channels and quantified ROI after taking into account the direct and indirect effects of each activity