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Retail Category Management: A Review on Assortment and Shelf-Space Planning Models

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Operational Research in Business and Economics

Part of the book series: Springer Proceedings in Business and Economics ((SPBE))

Abstract

Retail Category Management addresses a series of questions and demands decisions for category managers on critical issues such as product assortment and shelf-space planning. Product assortment planning involves listing decisions based on consumer behavior and substitution effects. Shelf space allocation involves facing and replenishment decisions based on space elasticity effects and constraints of limited shelf space and restocking capacity. The complexity of these questions has grown significantly in recent years due to product proliferation and various consumer choice effects in the retail environment. It is an increasingly difficult task for category managers to find an effective assortment due to consumer preferences instability and the extremely large number of possible assortments. This chapter presents an updated review on scientific models that deal with assortment and shelf space planning and other related topics, such as consumer response to stock-outs and consumer perceptions of assortment variety. One of the main objectives of this literature review is to show that shelf space allocation models do not clearly and comprehensively address assortment selection, neglect substitution effects between products, and ignore the stochastic nature of demand. Assortment planning models on the other hand mostly ignore shelf space constraints and neglect space depend demand.

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References

  • Abbott H, Palekar US (2008) Retail replenishment models with display-space elastic demand. Eur J Oper Res 186(2):586–607

    Article  Google Scholar 

  • Agrawal N, Smith SA (2003) Optimal retail assortments for substitutable items purchased in sets. Naval Res Logist 50(7):793–822

    Article  Google Scholar 

  • Amine A, Cadenat S (2003) Efficient retailer assortment: a consumer choice evaluation perspective. Int J Retail Distrib Manag 31(10):486–497

    Article  Google Scholar 

  • Aydin G, Hausman WH (2009) The role of slotting fees in the coordination of assortment decisions. Prod Oper Manag 18(6):635–652

    Article  Google Scholar 

  • Bai R, Kendal G (2005) An investigation of automated planograms using a simulated annealing based hyper-heuristic. In: Metaheuristics: progress as real problem solvers. Springer, New York, NY, pp 87–108

    Google Scholar 

  • Bai R, Burke EK, Kendal G (2008) Heuristic, meta-heuristic and hyper-heuristic approaches for fresh produce inventory control and shelf space allocation. J Oper Res Soc 59:1387–1397

    Article  Google Scholar 

  • Ball D (2004) Consumer-goods firms duel for shelf space. Wall Str. J, October 22, pp. B2

    Google Scholar 

  • Ben-Akiva ME, Lerman SR (1985) Discrete choice analysis: theory and application to travel demand. MIT Press, Cambridge, MA

    Google Scholar 

  • Blattberg RC (1995) Category management, guides 1–5. Food Marketing Institute, Washington, DC

    Google Scholar 

  • Borin N, Farris PW, Freeland JR (1994) A model for determining retail product category assortment and shelf space allocation. Decis Sci 25(3):359–384

    Article  Google Scholar 

  • Broniarczyk SM, Hoyer WD (2010) Retail assortment: more ≠ better. In: Retailing in the 21st century. Springer, Berlin, pp 271–284

    Google Scholar 

  • Broniarczyk SM, Hoyer WD, McAlister L (1998) Consumers’ perceptions of the assortment offered in a grocery category: the impact of item reduction. J Mark Res 35(2):166–176

    Article  Google Scholar 

  • Bultez A, Gijsbrechts E, Naert P, Abeele PV (1989) Asymmetric cannibalism in retail assortments. J Retail 65(2):153

    Google Scholar 

  • Cachon G, Terwiesch C, Xu Y (2005) Retail assortment planning in the presence of consumer search. Manuf Serv Oper Manag 7(4):330–346

    Google Scholar 

  • Campo K, Gijsbrechts E, Nisol P (2000) Towards understanding consumer response to stock-outs. J Retail 76(2):219–242

    Article  Google Scholar 

  • Campo K, Gijsbrechts E, Nisol P (2004) Dynamics in consumer response to product unavailability: do stock-out reactions signal response to permanent assortment reductions? J Bus Res 57(8):834–843

    Article  Google Scholar 

  • Caro F, Gallien J (2007) Dynamic assortment with demand learning for seasonal consumer goods. Manag Sci 53(2):276–292

    Article  Google Scholar 

  • Chandon P, Hutchinson JW, Bradlow ET, Young SH (2009) Does in-store marketing work? Effects of the number and position of shelf facings on brand attention and evaluation at the point of purchase. J Mark 73(6):1–17

    Article  Google Scholar 

  • Chernev A (2003) When more is less and less is more: the role of ideal point availability and assortment in consumer choice. J Consum Res 30(2):170–183

    Article  Google Scholar 

  • Chong J-K, Ho T-H, Tang CS (2001) A modeling framework for category assortment planning. Manuf Serv Oper Manag 3(3):191–210

    Google Scholar 

  • Corstjens M, Doyle P (1981) A model for optimizing retail space allocations. Manag Sci 27(7):822–833

    Article  Google Scholar 

  • Curhan RC (1972) The relationship between shelf space and unit sales in supermarkets. J Mark Res 9(4):406–412

    Article  Google Scholar 

  • Desmet P, Renaudin V (1998) Estimation of product category sales responsiveness to allocated shelf space. Int J Res Mark 15(5):443–457

    Article  Google Scholar 

  • Dhar R (1997) Consumer preference for a no-choice option. J Consum Res 24(2):215–231

    Article  Google Scholar 

  • Drèze X, Hoch SJ, Purk ME (1994) Shelf management and space elasticity. J Retail 70(4):301–326

    Article  Google Scholar 

  • ECR Europe (2003) ECR-optimal shelf availability: increasing shopper satisfaction at the moment of truth. ECR Europe, Helsinki

    Google Scholar 

  • Emmelhainz MA, Stock JR, Emmelhainz LW (1991) Consumer responses to retail stock-outs. J Retail 67(2):138–147

    Google Scholar 

  • Fader PS, Hardie BGS (1996) Modeling consumer choice among SKUs. J Mark Res 33(4):442–452

    Article  Google Scholar 

  • Fisher ML (2009) Or FORUM-rocket science retailing: the 2006 Philip McCord Morse lecture. Oper Res 57(3):527–540

    Article  Google Scholar 

  • Fitzsimons GJ (2000) Consumer response to stockouts. J Consum Res 27(2):249–266

    Article  Google Scholar 

  • FMI (1995) Efficient Consumer Response Report. Food Marketing Institute. Washington DC

    Google Scholar 

  • Gajjar HK, Adil GK (2008) A piecewise linearization for retail shelf space allocation problem and a local search heuristic. Ann Oper Res 179(1):149–167

    Article  Google Scholar 

  • Gajjar HK, Adil GK (2011) Heuristics for retail shelf space allocation problem with linear profit function. Int J Retail Distrib Manag 39(2):144–155

    Article  Google Scholar 

  • Gaur V, Honhon D (2006) Assortment planning and inventory decisions under a locational choice model. Manag Sci 52(10):1528–1543

    Article  Google Scholar 

  • Ge X, Messinger PR, Li J (2009) Influence of soldout products on consumer choice. J Retail 85(3):274–287

    Article  Google Scholar 

  • Greenhouse S (2005) How Costco became the Anti-Wal-Mart. New York Times

    Google Scholar 

  • Gruen TW, Shah RH (2000) Determinants and outcomes of plan objectivity and implementation in category management relationships. J Retail 76(4):483–510

    Article  Google Scholar 

  • Gruen TW, Corsten DS, Bharadwaj S (2002) Retail out-of-stocks: a worldwide examination of extent, causes and consumer responses. Grocery Manufacturers of America, Washington, DC

    Google Scholar 

  • Guadagni PM, Little JDC (1983) A logit model of brand choice calibrated on scanner data. Mark Sci 2(3):203–238

    Article  Google Scholar 

  • Guadagni PM, Little JDC (2008) Commentary—a logit model of brand choice calibrated on scanner data: a 25th anniversary perspective. Mark Sci 27(1):26–28

    Article  Google Scholar 

  • Hansen P, Heinsbroek H (1979) Product selection and space allocation in supermarkets. Eur J Oper Res 3(6):474–484. doi:10.1016/0377-2217(79)90030-4

    Article  Google Scholar 

  • Hansen JM, Raut S, Swami S (2010) Retail shelf allocation: a comparative analysis of heuristic and meta-heuristic approaches. J Retail 86(1):94–105

    Article  Google Scholar 

  • Hariga MA, Al-Ahmari A, Mohamed A-RA (2007) A joint optimisation model for inventory replenishment, product assortment, shelf space and display area allocation decisions. Eur J Oper Res 181(1):239–251

    Article  Google Scholar 

  • Hoch SJ, Bradlow ET, Wansink B (1999) The variety of an assortment. Mark Sci 18(4):527–546

    Article  Google Scholar 

  • Honhon D, Gaur V, Seshadri S (2010) Assortment planning and inventory decisions under stockout-based substitution. Oper Res 58(5):1364–1379

    Article  Google Scholar 

  • Hopp W, Xu X (2008) A static approximation for dynamic demand substitution with applications in a competitive market. Oper Res 56(3):630–645

    Article  Google Scholar 

  • Hübner AH (2011) Retail category management: decision support systems for assortment, shelf space, inventory and price planning. Springer, Berlin

    Book  Google Scholar 

  • Hübner AH, Kuhn H (2011a) Retail shelf space management model with space-elastic demand and consumer-driven substitution effects. Technical Report, KU Eichstatt-Ingolstadt, Ingolstadt

    Google Scholar 

  • Hübner AH, Kuhn H (2011b) Shelf and inventory management with space-elastic demand. In Hu B, Morasch K, Pickl S, Siegle M (eds) Operations Research Proceedings 2010. Springer, Berlin, pp 405–410

    Google Scholar 

  • Hübner AH, Kuhn H (2012) Retail category management: state-of-the-art review of quantitative research and software applications in assortment and shelf space management. Omega 40(2):199–209

    Article  Google Scholar 

  • Hwang H, Choi B, Lee M-J (2005) A model for shelf space allocation and inventory control considering location and inventory level effects on demand. Int J Prod Econ 97(2):185–195

    Article  Google Scholar 

  • Irion J, Lu J-C, Al-Khayyal F, Tsao Y-C (2011) A hierarchical decomposition approach to retail shelf space management and assortment decisions. J Oper Res Soc 62:1861–1870

    Article  Google Scholar 

  • Irion J, Lu J-C, Al-Khayyal F, Tsao Y-C (2012) A piecewise linearization framework for retail shelf space management models. Eur J Oper Res 222(1):122–136

    Article  Google Scholar 

  • Iyengar SS, Lepper MR (2000) When choice is demotivating: can one desire too much of a good thing? J Pers Soc Psychol 79(6):995–1006

    Article  Google Scholar 

  • Kök GA, Fisher ML (2007) Demand estimation and assortment optimization under substitution: methodology and application. Oper Res 55(6):1001–1021

    Article  Google Scholar 

  • Kök GA, Fisher ML, Vaidyanathan R (2009) Assortment planning: review of literature and industry practice. In: Retail supply chain management. Springer, New York, NY, pp 99–153

    Google Scholar 

  • Krafft M, Mantrala MK (eds) (2010) Retailing in the 21st century. Springer, Berlin

    Google Scholar 

  • Lancaster K (1966) A new approach to consumer theory. J Polit Econ 74:132–157

    Article  Google Scholar 

  • Lancaster K (1975) Socially optimal product differentiation. Am Econ Rev 65:567–585

    Google Scholar 

  • Li Z (2007) A single‐period assortment optimization model. Prod Oper Manag 16(3):369–380

    Article  Google Scholar 

  • Lim A, Rodrigues B, Zhang X (2004) Metaheuristics with local search techniques for retail shelf-space optimization. Manag Sci 50(1):117–131

    Article  Google Scholar 

  • Maddah B, Bish EK (2007) Joint pricing, assortment, and inventory decisions for a retailer’s product line. Nav Res Logist 54(3):315–330

    Article  Google Scholar 

  • Mahajan S, van Ryzin G (2001) Stocking retail assortments under dynamic consumer substitution. Oper Res 49(3):334–351

    Article  Google Scholar 

  • Mantrala MK, Levy M, Kahn BE, Fox EJ, Gaidarev P, Dankworth B, Shah D (2009) Why is assortment planning so difficult for retailers? A framework and research agenda. J Retail 85(1):71–83

    Article  Google Scholar 

  • McFadden D (1974) Conditional logit analysis of qualitative choice behaviour. In: Frontiers of econometrics. Academic Press, New York, NY, pp 105–142

    Google Scholar 

  • Miller CM, Smith SA, McIntyre SH, Achabal DD (2010) Optimizing and evaluating retail assort ments for infrequently purchased products. J Retail 86(2):159–171

    Article  Google Scholar 

  • Morales A, Kahn BE, McAlister L, Broniarczyk SM (2005) Perceptions of assortment variety: the effects of congruency between consumers’ internal and retailers’ external organization. J Retail 81(2):159–169

    Article  Google Scholar 

  • Murray CC, Talukdar D, Gosavi A (2010) Joint optimization of product price, display orientation and shelf-space allocation in retail category management. J Retail 86(2):125–136

    Article  Google Scholar 

  • Rajaram K, Tang C (2001) The impact of product substitution on retail merchandising. Eur J Oper Res 135(3):582–601

    Article  Google Scholar 

  • Ramaseshan B, Achuthan NR, Collinson R (2008) Decision support tool for retail shelf space optimazation. Int J Inf Technol Decis Mak 07(03):547–565

    Article  Google Scholar 

  • Reyes PM, Frazier GV (2007) Goal programming model for grocery shelf space allocation. Eur J Oper Res 181(2):634–644

    Article  Google Scholar 

  • Rooderkerk RP, van Heerde HJ, Bijmolt THA (2013) Optimizing retail assortments. Mark Sci 32(5):699–715

    Article  Google Scholar 

  • Sauré D, Assaf Z (2013) Optimal dynamic assortment planning with demand learning. Manuf Serv Oper Manag 15(3):387–404

    Google Scholar 

  • Shah J, Avittathur B (2007) The retailer multi-item inventory problem with demand cannibalization and substitution. Int J Prod Econ 106(1):104–114

    Article  Google Scholar 

  • Simonson I (1999) The effect of product assortment on buyer preferences44The paper has benefited from the comments of Ran Kivetz. J Retail 75(3):347–370

    Article  Google Scholar 

  • Singh P, Groenevelt H, Rudi N (2005) Product variety and supply chain structures. Working Paper, University of Rochester, Rochester

    Google Scholar 

  • Sinha A, Sahgal A, Mathur S (2012) Category OptimizerTM: a dynamic-assortment, new-product-introduction, mix-optimization, and demand-planning system. Mark Sci 32(2):221–228

    Article  Google Scholar 

  • Sloot LM, Verhoef PC, Franses PH (2005) The impact of brand equity and the hedonic level of products on consumer stock-out reactions. J Retail 81(1):15–34

    Article  Google Scholar 

  • Smith SA (2009) Optimizing retail assortments for diverse customer preferences. In: Retail supply chain management, vol 122. Springer, New York, NY, pp 183–205

    Google Scholar 

  • Smith SA, Agrawal N (2000) Management of multi-item retail inventory systems with demand substitution. Oper Res 48:50–64

    Article  Google Scholar 

  • Talluri K, van Ryzin G (2004) Revenue management under a general discrete choice model of consumer behavior. Manag Sci 50(1):15–33

    Article  Google Scholar 

  • Tsao Y-C, Lu J-C, An N, Al-Khayyal F, Lu RW, Han G (2014) Retailer shelf-space management with trade allowance: a Stackelberg game between retailer and manufacturers. Int J Prod Econ 148:133–144

    Article  Google Scholar 

  • Urban TL (1998) An inventory-theoretic approach to product assortment and shelf-space allocation. J Retail 74(1):15–35

    Article  Google Scholar 

  • Van Ryzin G, Mahajan S (1999) On the relationship between inventory costs and variety benefits in retail assortments. Manag Sci 45(11):1496–1509

    Article  Google Scholar 

  • van Woensel T, van Donselaar K, Broekmeulen R, Fransoo J (2007) Consumer responses to shelf out‐of‐stocks of perishable products. Int J Phys Distrib Logist Manag 37(9):704–718

    Article  Google Scholar 

  • Verbeke W, Farris PW, Thurik R (2013) Consumer response to the preferred brand out-of-stock situation. Eur J Mark 32(11/12):1008–1028

    Article  Google Scholar 

  • Walter CK, Grabner JR (1975) Stockout cost models: empirical tests in a retail situation. J Mark 39(3):56–60

    Article  Google Scholar 

  • Yang M-H (2001) An efficient algorithm to allocate shelf space. Eur J Oper Res 131(1):107–118

    Article  Google Scholar 

  • Yang MH, Chen WC (1999) Study on shelf space allocation and management. Int J Prod Econ 60:309–317

    Article  Google Scholar 

  • Yücel E, Karaesmen F, Salman FS, Türkay M (2009) Optimizing product assortment under customer-driven demand substitution. Eur J Oper Res 199(3):759–768

    Article  Google Scholar 

  • Zinn W, Liu PC (2001) Consumer response to retail stockouts. J Bus Logist 22(1):49–71

    Article  Google Scholar 

  • Zufryden FS (1986) A dynamic programming approach for product selection and supermarket shelf-space allocation. J Oper Res Soc 37(4):413–422

    Article  Google Scholar 

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Authors and Affiliations

  1. Decision Support Systems Laboratory, Technical University of Crete, Chania, Greece

    Marina Karampatsa, Evangelos Grigoroudis & Nikolaos F. Matsatsinis

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  1. Marina Karampatsa
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  2. Evangelos Grigoroudis
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  3. Nikolaos F. Matsatsinis
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Correspondence to Evangelos Grigoroudis .

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Editors and Affiliations

  1. Decision Support Systems Laboratory, Technical University of Crete, Chania, Greece

    Evangelos Grigoroudis

  2. Financial Engineering Laboratory, Technical University of Crete, Chania, Greece

    Michael Doumpos

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Karampatsa, M., Grigoroudis, E., Matsatsinis, N.F. (2017). Retail Category Management: A Review on Assortment and Shelf-Space Planning Models. In: Grigoroudis, E., Doumpos, M. (eds) Operational Research in Business and Economics. Springer Proceedings in Business and Economics. Springer, Cham. https://doi.org/10.1007/978-3-319-33003-7_3

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