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The strategic drivers of drop-shipping and retail store sales for seasonal products

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  • Sodero, Annibal C.
  • Namin, Aidin
  • Gauri, Dinesh K.
  • Bhaskaran, Sreekumar R.
Abstract
Retailers that sell seasonal products face significant challenges when planning inventory assortment. The incorporation of drop-shipping into their operations, wherein suppliers own and ship products directly to consumers at retailers’ requests, has only complicated these challenges. This study investigates multichannel assortment planning of retailers that sell seasonal products. We first capture structural properties of multichannel retailing of seasonal products through a simple and parsimonious analytical model. The analytical model uncovers key seasonal product attributes that make it more attractive for retailers to allocate a product for sale in the drop-shipping channel than in the store channel. We then empirically assess the findings of the analytical model. Using a rich and unique dataset from the fashion retail industry, we test relationships between product attributes and retailers’ channel choice. The application of a generalized linear latent and mixed model controls for selection bias by jointly estimating retailers’ likelihood of allocating a product’s inventory to the drop-shipping channel and the allocated volume in each channel according to the product’s characteristics. The empirical findings suggest that retailers are less likely to drop-ship products that are colored, irregularly sized, and offered in more style variants. They also unveil cross-channel effects in terms of inventory amounts allocated for sale in each channel according to those characteristics. Our analytical and empirical assessments jointly demonstrate the complementary roles played by drop-shipping and store channels for seasonal products and offer important academic and practical implications.

Suggested Citation

  • Sodero, Annibal C. & Namin, Aidin & Gauri, Dinesh K. & Bhaskaran, Sreekumar R., 2021. "The strategic drivers of drop-shipping and retail store sales for seasonal products," Journal of Retailing, Elsevier, vol. 97(4), pages 561-581.
    • Handle: RePEc:eee:jouret:v:97:y:2021:i:4:p:561-581
    DOI: 10.1016/j.jretai.2021.09.001
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    as
    1. Gérard P. Cachon & Robert Swinney, 2009. "Purchasing, Pricing, and Quick Response in the Presence of Strategic Consumers," Management Science, INFORMS, vol. 55(3), pages 497-511, March.
    2. Jan A. Van Mieghem & Maqbool Dada, 1999. "Price Versus Production Postponement: Capacity and Competition," Management Science, INFORMS, vol. 45(12), pages 1639-1649, December.
    3. Herhausen, Dennis & Binder, Jochen & Schoegel, Marcus & Herrmann, Andreas, 2015. "Integrating Bricks with Clicks: Retailer-Level and Channel-Level Outcomes of Online–Offline Channel Integration," Journal of Retailing, Elsevier, vol. 91(2), pages 309-325.
    4. Sampath Rajagopalan, 2013. "Impact of Variety and Distribution System Characteristics on Inventory Levels at U.S. Retailers," Manufacturing & Service Operations Management, INFORMS, vol. 15(2), pages 191-204, May.
    5. Eduard Calvo & Victor Martínez-de-Albéniz, 2016. "Sourcing Strategies and Supplier Incentives for Short-Life-Cycle Goods," Management Science, INFORMS, vol. 62(2), pages 436-455, February.
    6. Garrett van Ryzin & Siddharth Mahajan, 1999. "On the Relationship Between Inventory Costs and Variety Benefits in Retail Assortments," Management Science, INFORMS, vol. 45(11), pages 1496-1509, November.
    7. Namin, Aidin & Ratchford, Brian T. & Soysal, Gonca P., 2017. "An empirical analysis of demand variations and markdown policies for fashion retailers," Journal of Retailing and Consumer Services, Elsevier, vol. 38(C), pages 126-136.
    8. Guo Li & Hong Zheng & Mengqi Liu, 2020. "Reselling or drop shipping: Strategic analysis of E-commerce dual-channel structures," Electronic Commerce Research, Springer, vol. 20(3), pages 475-508, September.
    9. Santiago Gallino & Antonio Moreno, 2014. "Integration of Online and Offline Channels in Retail: The Impact of Sharing Reliable Inventory Availability Information," Management Science, INFORMS, vol. 60(6), pages 1434-1451, June.
    10. Shankar, Venkatesh & Kalyanam, Kirthi & Setia, Pankaj & Golmohammadi, Alireza & Tirunillai, Seshadri & Douglass, Tom & Hennessey, John & Bull, J.S. & Waddoups, Rand, 2021. "How Technology is Changing Retail," Journal of Retailing, Elsevier, vol. 97(1), pages 13-27.
    11. Pashigian, B Peter, 1988. "Demand Uncertainty and Sales: A Study of Fashion and Markdown Pricin g," American Economic Review, American Economic Association, vol. 78(5), pages 936-953, December.
    12. Donald S. Kenkel & Joseph V. Terza, 2001. "The effect of physician advice on alcohol consumption: count regression with an endogenous treatment effect," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 16(2), pages 165-184.
    13. Erik Brynjolfsson & Yu (Jeffrey) Hu & Duncan Simester, 2011. "Goodbye Pareto Principle, Hello Long Tail: The Effect of Search Costs on the Concentration of Product Sales," Management Science, INFORMS, vol. 57(8), pages 1373-1386, August.
    14. Verhoef, Peter C. & Kannan, P.K. & Inman, J. Jeffrey, 2015. "From Multi-Channel Retailing to Omni-Channel Retailing," Journal of Retailing, Elsevier, vol. 91(2), pages 174-181.
    15. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    16. Shouyu Ma & Zied Jemai & Evren Sahin & Yves Dallery, 2017. "The news-vendor problem with drop-shipping and resalable returns," Post-Print hal-01672383, HAL.
    17. Taylor Randall & Serguei Netessine & Nils Rudi, 2006. "An Empirical Examination of the Decision to Invest in Fulfillment Capabilities: A Study of Internet Retailers," Management Science, INFORMS, vol. 52(4), pages 567-580, April.
    18. Marshall Fisher & Ramnath Vaidyanathan, 2014. "A Demand Estimation Procedure for Retail Assortment Optimization with Results from Implementations," Management Science, INFORMS, vol. 60(10), pages 2401-2415, October.
    19. Simone T. Peinkofer & Terry L. Esper & Ronn J. Smith & Brent D. Williams, 2019. "Assessing the impact of drop-shipping fulfilment operations on the upstream supply chain," International Journal of Production Research, Taylor & Francis Journals, vol. 57(11), pages 3598-3621, June.
    20. Gérard P. Cachon, 2004. "The Allocation of Inventory Risk in a Supply Chain: Push, Pull, and Advance-Purchase Discount Contracts," Management Science, INFORMS, vol. 50(2), pages 222-238, February.
    21. Anuj Kumar & Amit Mehra & Subodha Kumar, 2019. "Why Do Stores Drive Online Sales? Evidence of Underlying Mechanisms from a Multichannel Retailer," Service Science, INFORMS, vol. 30(1), pages 319-338, March.
    22. Céline Bonnet & Pierre Dubois, 2010. "Inference on vertical contracts between manufacturers and retailers allowing for nonlinear pricing and resale price maintenance," RAND Journal of Economics, RAND Corporation, vol. 41(1), pages 139-164, March.
    23. Anupam Agrawal & Luk N. Van Wassenhove & Arnoud De Meyer, 2014. "The Sourcing Hub and Upstream Supplier Networks," Manufacturing & Service Operations Management, INFORMS, vol. 16(2), pages 238-250, May.
    24. Amit Mehra & Subodha Kumar & Jagmohan S. Raju, 2018. "Competitive Strategies for Brick-and-Mortar Stores to Counter “Showrooming”," Management Science, INFORMS, vol. 64(7), pages 3076-3090, July.
    25. J. Yannis Bakos, 1997. "Reducing Buyer Search Costs: Implications for Electronic Marketplaces," Management Science, INFORMS, vol. 43(12), pages 1676-1692, December.
    26. Sridhar Balasubramanian, 1998. "Mail versus Mall: A Strategic Analysis of Competition between Direct Marketers and Conventional Retailers," Marketing Science, INFORMS, vol. 17(3), pages 181-195.
    27. Melis, Kristina & Campo, Katia & Breugelmans, Els & Lamey, Lien, 2015. "The Impact of the Multi-channel Retail Mix on Online Store Choice: Does Online Experience Matter?," Journal of Retailing, Elsevier, vol. 91(2), pages 272-288.
    28. Gary D. Eppen, 1979. "Note--Effects of Centralization on Expected Costs in a Multi-Location Newsboy Problem," Management Science, INFORMS, vol. 25(5), pages 498-501, May.
    29. Lanlan Cao & Li Li, 2015. "The Impact of Cross-Channel Integration on Retailers’ Sales Growth," Post-Print hal-02009466, HAL.
    30. Lingxiu Dong & Nils Rudi, 2004. "Who Benefits from Transshipment? Exogenous vs. Endogenous Wholesale Prices," Management Science, INFORMS, vol. 50(5), pages 645-657, May.
    31. Steven C. Salop, 1979. "Monopolistic Competition with Outside Goods," Bell Journal of Economics, The RAND Corporation, vol. 10(1), pages 141-156, Spring.
    32. Stephen F. Hamilton & Timothy J. Richards, 2009. "Product Differentiation, Store Differentiation, and Assortment Depth," Management Science, INFORMS, vol. 55(8), pages 1368-1376, August.
    33. Stephen J. Hoch & Eric T. Bradlow & Brian Wansink, 1999. "The Variety of an Assortment," Marketing Science, INFORMS, vol. 18(4), pages 527-546.
    34. Bradlow, Eric T. & Gangwar, Manish & Kopalle, Praveen & Voleti, Sudhir, 2017. "The Role of Big Data and Predictive Analytics in Retailing," Journal of Retailing, Elsevier, vol. 93(1), pages 79-95.
    35. Shouyu Ma & Zied Jemai & Evren Sahin & Yves Dallery, 2017. "The news-vendor problem with drop-shipping and resalable returns," International Journal of Production Research, Taylor & Francis Journals, vol. 55(22), pages 6547-6571, November.
    36. W K Chiang & Y Feng, 2010. "Retailer or e-tailer? Strategic pricing and economic-lot-size decisions in a competitive supply chain with drop-shipping," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 61(11), pages 1645-1653, November.
    37. Kostas Bimpikis & Mihalis G. Markakis, 2016. "Inventory Pooling Under Heavy-Tailed Demand," Management Science, INFORMS, vol. 62(6), pages 1800-1813, June.
    38. Cao, Lanlan & Li, Li, 2015. "The Impact of Cross-Channel Integration on Retailers’ Sales Growth," Journal of Retailing, Elsevier, vol. 91(2), pages 198-216.
    39. Ravi Anupindi & Yehuda Bassok, 1999. "Centralization of Stocks: Retailers vs. Manufacturer," Management Science, INFORMS, vol. 45(2), pages 178-191, February.
    40. Serguei Netessine & Nils Rudi, 2006. "Supply Chain Choice on the Internet," Management Science, INFORMS, vol. 52(6), pages 844-864, June.
    41. Robert P. Rooderkerk & Harald J. van Heerde & Tammo H. A. Bijmolt, 2013. "Optimizing Retail Assortments," Marketing Science, INFORMS, vol. 32(5), pages 699-715, September.
    42. Mantrala, Murali K. & Levy, Michael & Kahn, Barbara E. & Fox, Edward J. & Gaidarev, Peter & Dankworth, Bill & Shah, Denish, 2009. "Why is Assortment Planning so Difficult for Retailers? A Framework and Research Agenda," Journal of Retailing, Elsevier, vol. 85(1), pages 71-83.
    43. Shi, Siyu & Sun, Jingchun & Cheng, T.C.E., 2020. "Wholesale or drop-shipping: Contract choices of the online retailer and the manufacturer in a dual-channel supply chain," International Journal of Production Economics, Elsevier, vol. 226(C).
    44. Petersen, J. Andrew & McAlister, Leigh & Reibstein, David J. & Winer, Russell S. & Kumar, V. & Atkinson, Geoff, 2009. "Choosing the Right Metrics to Maximize Profitability and Shareholder Value," Journal of Retailing, Elsevier, vol. 85(1), pages 95-111.
    45. Alfonso Miranda & Sophia Rabe-Hesketh, 2006. "Maximum likelihood estimation of endogenous switching and sample selection models for binary, ordinal, and count variables," Stata Journal, StataCorp LP, vol. 6(3), pages 285-308, September.
    46. Gan, Xianghua & Sethi, Suresh P. & Zhou, Jing, 2010. "Commitment-penalty contracts in drop-shipping supply chains with asymmetric demand information," European Journal of Operational Research, Elsevier, vol. 204(3), pages 449-462, August.
    47. Neslin, Scott A. & Shankar, Venkatesh, 2009. "Key Issues in Multichannel Customer Management: Current Knowledge and Future Directions," Journal of Interactive Marketing, Elsevier, vol. 23(1), pages 70-81.
    48. Gonca P. Soysal & Lakshman Krishnamurthi, 2012. "Demand Dynamics in the Seasonal Goods Industry: An Empirical Analysis," Marketing Science, INFORMS, vol. 31(2), pages 293-316, March.
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