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The effect of optimizing warehouse locations on omnichannel designs

Author

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  • Millstein, Mitchell A.
  • Bilir, Canser
  • Campbell, James F.

Abstract

Omnichannel distribution integrates stores and warehouses to fulfill online and store demand. This research studies the performance of four channel designs: (i) ship-from-store, (ii) ship-from-warehouse, (iii) ship-from-store-and-warehouse, and (iv) ship-from-warehouse with backhauling from the store inventory to the warehouse. Our focus is on omnichannel retailers who carry a single product category. A profit maximizing mixed integer linear programming model (MILP) is presented to determine the optimal locations and capacities of omnichannel warehouses, and the product flows from suppliers to warehouses, warehouses to the stores, and warehouses and stores to online markets. The online demand earned by the firm in each market is determined endogenously in the model as a function of the shipping time (distance) and the level of competition in the online market. Different warehouse capacities capture economies-of-scale in operating costs. To cover a wide range of different products, computational results are presented for five product categories, each considered separately, with widely differing cost characteristics. Results show that the ship-from-warehouse design generates greater profit than ship-from store for four product categories. However, the ship-from-store-and-warehouse design is better than both of the more restrictive ship-from-store or ship-from-warehouse designs, with the advantage growing as the percentage of online demand increases. Results also document increasing benefits from optimizing the number, locations and capacities of omnichannel warehouses as the demand increases. The magnitude of the profit advantage of different omnichannel designs is shown to depend strongly on the product category and percentage of demand that is online.

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  • Millstein, Mitchell A. & Bilir, Canser & Campbell, James F., 2022. "The effect of optimizing warehouse locations on omnichannel designs," European Journal of Operational Research, Elsevier, vol. 301(2), pages 576-590.
    • Handle: RePEc:eee:ejores:v:301:y:2022:i:2:p:576-590
    DOI: 10.1016/j.ejor.2021.10.061
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    References listed on IDEAS

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    1. 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.
    2. Jayashankar M. Swaminathan & Sridhar R. Tayur, 2003. "Models for Supply Chains in E-Business," Management Science, INFORMS, vol. 49(10), pages 1387-1406, October.
    3. Ishfaq, Rafay & Bajwa, Naeem, 2019. "Profitability of online order fulfillment in multi-channel retailing," European Journal of Operational Research, Elsevier, vol. 272(3), pages 1028-1040.
    4. Lanlan Cao & Li Li, 2015. "The Impact of Cross-Channel Integration on Retailers’ Sales Growth," Post-Print hal-02009466, HAL.
    5. Arslan, Ayşe N. & Klibi, Walid & Montreuil, Benoit, 2021. "Distribution network deployment for omnichannel retailing," European Journal of Operational Research, Elsevier, vol. 294(3), pages 1042-1058.
    6. Pauwels, Koen & Neslin, Scott A., 2015. "Building With Bricks and Mortar: The Revenue Impact of Opening Physical Stores in a Multichannel Environment," Journal of Retailing, Elsevier, vol. 91(2), pages 182-197.
    7. Bendoly, Elliot & Blocher, Doug & Bretthauer, Kurt M. & Venkataramanan, M.A., 2007. "Service and cost benefits through clicks-and-mortar integration: Implications for the centralization/decentralization debate," European Journal of Operational Research, Elsevier, vol. 180(1), pages 426-442, July.
    8. Bayram, Armagan & Cesaret, Bahriye, 2021. "Order fulfillment policies for ship-from-store implementation in omni-channel retailing," European Journal of Operational Research, Elsevier, vol. 294(3), pages 987-1002.
    9. Rao, A. K. & Rao, M. R., 1998. "Solution procedures for sizing of warehouses," European Journal of Operational Research, Elsevier, vol. 108(1), pages 16-25, July.
    10. Ailawadi, Kusum L. & Farris, Paul W., 2017. "Managing Multi- and Omni-Channel Distribution: Metrics and Research Directions," Journal of Retailing, Elsevier, vol. 93(1), pages 120-135.
    11. Alptekinoglu, Aydin & Tang, Christopher S., 2005. "A model for analyzing multi-channel distribution systems," European Journal of Operational Research, Elsevier, vol. 163(3), pages 802-824, June.
    12. Agatz, Niels A.H. & Fleischmann, Moritz & van Nunen, Jo A.E.E., 2008. "E-fulfillment and multi-channel distribution - A review," European Journal of Operational Research, Elsevier, vol. 187(2), pages 339-356, June.
    13. Mitchell A. Millstein & James F. Campbell, 2018. "Total Hockey Optimizes Omnichannel Facility Locations," Interfaces, INFORMS, vol. 48(4), pages 340-356, August.
    14. Torabi, S.A. & Hassini, E. & Jeihoonian, M., 2015. "Fulfillment source allocation, inventory transshipment, and customer order transfer in e-tailing," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 79(C), pages 128-144.
    15. Liu, Kaijun & Zhou, Yonghong & Zhang, Zigang, 2010. "Capacitated location model with online demand pooling in a multi-channel supply chain," European Journal of Operational Research, Elsevier, vol. 207(1), pages 218-231, November.
    16. Zuo-Jun Max Shen & Collette Coullard & Mark S. Daskin, 2003. "A Joint Location-Inventory Model," Transportation Science, INFORMS, vol. 37(1), pages 40-55, February.
    17. Kevin Chiang, Wei-yu & Monahan, George E., 2005. "Managing inventories in a two-echelon dual-channel supply chain," European Journal of Operational Research, Elsevier, vol. 162(2), pages 325-341, April.
    18. Ma, Jun & Zhang, Ding & Dong, June & Tu, Yiliu, 2020. "A supply chain network economic model with time-based competition," European Journal of Operational Research, Elsevier, vol. 280(3), pages 889-908.
    19. 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.
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    Cited by:

    1. Ping Tang & Jianqing Chen & Srinivasan Raghunathan, 2023. "Physical Stores as Warehouses for Online Channels: Implications for Channel Choices Under Competition," Information Systems Research, INFORMS, vol. 34(4), pages 1554-1581, December.
    2. Guan, Zhimin & Mou, Yuxia & Zhang, Jun, 2024. "Incorporating risk aversion and time preference into omnichannel retail operations considering assortment and inventory optimization," European Journal of Operational Research, Elsevier, vol. 314(2), pages 579-596.

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