Georgia Perakis


Faculty Speaker Professor Georgia Perakis [MIT Sloan School of Management]
Title The Role of Optimization in Promotion Planning for Supermarkets
Date & Time Friday, June 6, 2014 at 10:30am
Place UCLA Anderson School of Management 
Room D-310 


In many important settings, promotions are a key instrument for driving sales and profits. Examples include promotions in supermarkets among others. The Promotion Optimization Problem (POP) is a challenging problem as the retailer needs to decide which products to promote, what is the depth of price discounts and finally, when to schedule the promotions. In this talk we introduce and discuss an optimization formulation that captures several important business requirements as constraints. We propose two general classes of demand functions depending on whether past prices have a multiplicative or an additive effect on current demand. These functions capture the promotion fatigue effect emerging from the stock-piling behavior of consumers and can be easily estimated from data. The objective is nonlinear (neither convex nor concave) and the feasible region has linear constraints with integer variables. Since the exact formulation is NP-hard, we propose a linear approximation that allows us to solve the problem efficiently as a linear program by showing the integrality of the integer programming formulation. We develop analytical results on the accuracy of the approximation relative to the optimal (but intractable) POP solution by showing guarantees relative to the optimal profits.Together with our industry collaborators from Oracle Retail, our framework allows us to develop a tool which can help supermarket managers to better understand promotions by testing various strategies and business constraints. We show that the formulation we propose solves fast in practice using actual data from a grocery retailer and that the accuracy is high. We calibrate our models using actual data and determine that they can improve profits by 3% just by optimizing the promotion schedule and up to 5% by slightly modifying some business requirements. 

2013-2014 Seminars