Clearance Pricing Optimization for a Fast-Fashion Retailer

Fast-fashion retailers such as Zara offer continuously changing assortments and use minimal in-season promotions. Their clearance pricing problem is thus challenging because it involves comparatively more different articles of unsold inventory with less historical price data points. Until 2007, Zara used a manual and informal decision-making process for determining price markdowns. In collaboration with their pricing team, we since designed and implemented an alternative process relying on a formal forecasting model feeding a price optimization model. As part of a controlled field experiment conducted in all Belgian and Irish stores during the 2008 fall-winter season, this new process increased clearance revenues by approximately 6%. Zara is currently using this process worldwide for its markdown decisions during clearance sales.

[1]  Felipe Caro,et al.  Inventory Management of a Fast-Fashion Retail Network , 2007, Oper. Res..

[2]  M. Fisher,et al.  The New Science of Retailing: How Analytics are Transforming the Supply Chain and Improving Performance , 2010 .

[3]  Stephen A. Smith,et al.  Clearance Pricing and Inventory Policies for Retail Chains , 1998 .

[4]  Linus Schrage,et al.  Retail Inventory Management When Records Are Inaccurate , 2008, Manuf. Serv. Oper. Manag..

[5]  Shelby H. McIntyre,et al.  A Two-Stage Sales Forecasting Procedure Using Discounted Least Squares , 1994 .

[6]  Felipe Caro,et al.  The Impact of Quick Response in Inventory-Based Competition , 2008, Manuf. Serv. Oper. Manag..

[7]  Omar Besbes,et al.  On the price of demand censoring in the newsvendor problem , 2010 .

[8]  Richard Ratliff,et al.  Estimating Primary Demand for Substitutable Products from Sales Transaction Data , 2011, Oper. Res..

[9]  Robert Phillips,et al.  Testing the Validity of a Demand Model: An Operations Perspective , 2010, Manuf. Serv. Oper. Manag..

[10]  Kasra Ferdows,et al.  Zara , 2003 .

[11]  Rodolfo Carboni Borrasé Clearance pricing optimization at Zara , 2009 .

[12]  Kumar Rajaram,et al.  Accurate Retail Testing of Fashion Merchandise: Methodology and Application , 2000 .

[13]  Guillermo Gallego,et al.  Dynamic Pricing of Perishable Assets under Competition , 2013 .

[14]  Constantinos Maglaras,et al.  Dynamic Pricing Strategies for Multi-Product Revenue Management Problems , 2009, Manuf. Serv. Oper. Manag..

[15]  Ananth Raman,et al.  Do Inventory and Gross Margin Data Improve Sales Forecasts for U.S. Public Retailers? , 2010, Manag. Sci..

[16]  Eric T. Anderson,et al.  Effects of $9 Price Endings on Retail Sales: Evidence from Field Experiments , 2003 .

[17]  K. Talluri,et al.  The Theory and Practice of Revenue Management , 2004 .

[18]  Richard Ratliff,et al.  Estimating Primary Demand for Substitutable Products from Sales Transaction Data , 2011 .

[19]  Gérard P. Cachon,et al.  The Value of Fast Fashion : Rapid Production , Enhanced Design , and Strategic Consumer Behavior , 2009 .

[20]  Murali K. Mantrala,et al.  A Decision-Support System that Helps Retailers Decide Order Quantities and Markdowns for Fashion Goods , 2001, Interfaces.

[21]  W. Greene,et al.  计量经济分析 = Econometric analysis , 2009 .

[22]  Pinar Keskinocak,et al.  Dynamic pricing in the presence of inventory considerations: research overview, current practices, and future directions , 2003 .

[23]  H. Theil Introduction to econometrics , 1978 .

[24]  Dimitri P. Bertsekas,et al.  Dynamic Programming and Optimal Control, Two Volume Set , 1995 .

[25]  Eric T. Bradlow,et al.  Structural Estimation of the Effect of Out-of-Stocks , 2010, Manag. Sci..

[26]  Panagiotis Kouvelis,et al.  Dynamic Pricing and Inventory Control of Substitute Products , 2009, Manuf. Serv. Oper. Manag..

[27]  Wanmei Soon,et al.  A review of multi-product pricing models , 2011, Appl. Math. Comput..

[28]  Gérard P. Cachon,et al.  Purchasing, Pricing, and Quick Response in the Presence of Strategic Consumers , 2009, Manag. Sci..

[29]  Victor F. Araman,et al.  Dynamic Pricing for Nonperishable Products with Demand Learning , 2009, Oper. Res..

[30]  Guillermo Gallego,et al.  Mark-down pricing: An empirical analysis of policies and revenue potential at one apparel retailer , 2002 .

[31]  N. Duan Smearing Estimate: A Nonparametric Retransformation Method , 1983 .

[32]  P. Ghemawat,et al.  ZARA : fast fashion , 2006 .

[33]  Stephen A. Smith Clearance Pricing in Retail Chains , 2008 .

[34]  L. Goddard,et al.  Operations Research (OR) , 2007 .

[35]  Ming Hu,et al.  Dynamic Pricing of Perishable Assets under Competition , 2013, Manag. Sci..

[36]  M. Fisher,et al.  In-Store Experiments to Determine the Impact of Price on Sales , 2009 .

[37]  Costis Maglaras Dynamic Pricing Strategies for Multi-Product Revenue Management Problems , 2009 .

[38]  Costis Maglaras Dynamic Pricing Strategies for Multiproduct Revenue Management Problems , 2011 .

[39]  Orietta Parra Verdugo Coordination of inventory distribution & price markdowns for clearance sales at Zara , 2010 .

[40]  Marshall L. Fisher,et al.  An Algorithm and Demand Estimation Procedure for Retail Assortment Optimization , 2009 .

[41]  Garrett J. van Ryzin,et al.  A Multiproduct Dynamic Pricing Problem and Its Applications to Network Yield Management , 1997, Oper. Res..

[42]  Theodore Valkov From theory to practice: Real-world applications of scientific pricing across different industries , 2006 .

[43]  Peter E. Kennedy,et al.  A Guide to Econometrics, 5th Edition , 2003 .

[44]  W. Manning,et al.  Estimating Log Models: To Transform or Not to Transform? , 1999, Journal of health economics.

[45]  Gabriel R. Bitran,et al.  Coordinating Clearance Markdown Sales of Seasonal Products in Retail Chains , 1998, Oper. Res..

[46]  Nicholas C. Petruzzi,et al.  Note: The Newsvendor Model with Endogenous Demand , 2001, Manag. Sci..

[47]  Mark W. Watson Introduction to econometrics. , 1968 .

[48]  Valdimar Sigurdsson,et al.  In-Store Experimental Approach to Pricing and Consumer Behavior , 2010 .

[49]  Stephen A. Smith,et al.  Estimating negative binomial demand for retail inventory management with unobservable lost sales , 1996 .

[50]  Sunil Kumar,et al.  A Re-Solving Heuristic with Bounded Revenue Loss for Network Revenue Management with Customer Choice , 2012, Math. Oper. Res..

[51]  G. Ryzin,et al.  Optimal dynamic pricing of inventories with stochastic demand over finite horizons , 1994 .

[52]  Peter E. Kennedy A Guide to Econometrics , 1979 .

[53]  Ioana Popescu,et al.  Revenue Management in a Dynamic Network Environment , 2003, Transp. Sci..

[54]  John D. C. Little,et al.  A Model of Adaptive Control of Promotional Spending , 2011, Oper. Res..