IDEAS home Printed from https://ideas.repec.org/a/eee/transe/v157y2022ics1366554521003082.html
   My bibliography  Save this article

Robust omnichannel retail operations with the implementation of ship-from-store

Author

Listed:
  • Jiu, Song

Abstract

In this paper, we consider an omnichannel retailer (o-tailer) selling multiple products through a capacitated retail network over a multi-period horizon, where each inventory facility is equipped with a certain ability to fulfill the orders regardless of the channel. We study omnichannel retail operations with the implementation of ship-from-store to minimize the o-tailer’s expected total cost. At the start of each period, the o-tailer determines how much to replenish each product for each distribution center (DC), and how to allocate its inventory from DCs to different stores. At the end of each period, the o-tailer decides from which DCs and/or stores to fulfill the realized online demands. We formulate the problem as a multi-period stochastic optimization model and adopt a robust two-phase approach (RTA) to solve it. Phase 1 determines the binary replenishment decisions using a target-oriented robust optimization approach, whereas Phase 2 uses a linear decision rule to adaptively determine the replenishment, allocation, and fulfillment quantities. Numerical experiments suggest that the RTA outperforms existing approaches and can efficiently produce good-quality and robust solutions for realistic problem instances. A further sensitivity analysis explores the impacts of various system parameters on the RTA’s performance and the benefits of omnichannel fulfilment.

Suggested Citation

  • Jiu, Song, 2022. "Robust omnichannel retail operations with the implementation of ship-from-store," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 157(C).
  • Handle: RePEc:eee:transe:v:157:y:2022:i:c:s1366554521003082
    DOI: 10.1016/j.tre.2021.102550
    as

    Download full text from publisher

    File URL: https://www.sciencedirect.com/science/article/pii/S1366554521003082
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.tre.2021.102550?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Postek, K.S. & den Hertog, D., 2016. "Multi-stage Adjustable Robust Mixed-Integer Optimization via Iterative Splitting of the Uncertainty set (Revision of CentER Discussion Paper 2014-056)," Other publications TiSEM 08442e3a-d1eb-42b3-8f13-8, Tilburg University, School of Economics and Management.
    2. Ping Josephine Xu & Russell Allgor & Stephen C. Graves, 2009. "Benefits of Reevaluating Real-Time Order Fulfillment Decisions," Manufacturing & Service Operations Management, INFORMS, vol. 11(2), pages 340-355, January.
    3. 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.
    4. Cai, Ya-Jun & Lo, Chris K.Y., 2020. "Omni-channel management in the new retailing era: A systematic review and future research agenda," International Journal of Production Economics, Elsevier, vol. 229(C).
    5. Paul, Joydeep & Agatz, Niels & Savelsbergh, Martin, 2019. "Optimizing Omni-Channel Fulfillment with Store Transfers," Transportation Research Part B: Methodological, Elsevier, vol. 129(C), pages 381-396.
    6. Paul, Joydeep & Agatz, Niels & Spliet, Remy & Koster, René De, 2019. "Shared Capacity Routing Problem − An omni-channel retail study," European Journal of Operational Research, Elsevier, vol. 273(2), pages 731-739.
    7. Fei Gao & Xuanming Su, 2017. "Online and Offline Information for Omnichannel Retailing," Manufacturing & Service Operations Management, INFORMS, vol. 19(1), pages 84-98, February.
    8. Fei Gao & Xuanming Su, 2018. "Omnichannel Service Operations with Online and Offline Self-Order Technologies," Management Science, INFORMS, vol. 64(8), pages 3595-3608, August.
    9. Jason Acimovic & Stephen C. Graves, 2017. "Mitigating Spillover in Online Retailing via Replenishment," Manufacturing & Service Operations Management, INFORMS, vol. 19(3), pages 419-436, July.
    10. Krzysztof Postek & Dick den Hertog, 2016. "Multistage Adjustable Robust Mixed-Integer Optimization via Iterative Splitting of the Uncertainty Set," INFORMS Journal on Computing, INFORMS, vol. 28(3), pages 553-574, August.
    11. Zhang, Juzhi & Xu, Qingyun & He, Yi, 2018. "Omnichannel retail operations with consumer returns and order cancellation," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 118(C), pages 308-324.
    12. Li, Yiming & Li, Gang & Tayi, Giri Kumar & Cheng, T.C.E., 2019. "Omni-channel retailing: Do offline retailers benefit from online reviews?," International Journal of Production Economics, Elsevier, vol. 218(C), pages 43-61.
    13. Yanıkoğlu, İhsan & Gorissen, Bram L. & den Hertog, Dick, 2019. "A survey of adjustable robust optimization," European Journal of Operational Research, Elsevier, vol. 277(3), pages 799-813.
    14. Fei Gao & Xuanming Su, 2017. "Omnichannel Retail Operations with Buy-Online-and-Pick-up-in-Store," Management Science, INFORMS, vol. 63(8), pages 2478-2492, August.
    15. Du, Shaofu & Wang, Li & Hu, Li, 2019. "Omnichannel management with consumer disappointment aversion," International Journal of Production Economics, Elsevier, vol. 215(C), pages 84-101.
    16. Shi, Xiutian & Dong, Ciwei & Cheng, T.C.E., 2018. "Does the buy-online-and-pick-up-in-store strategy with pre-orders benefit a retailer with the consideration of returns?," International Journal of Production Economics, Elsevier, vol. 206(C), pages 134-145.
    17. Li, Gang & Zhang, Tao & Tayi, Giri Kumar, 2020. "Inroad into omni-channel retailing: Physical showroom deployment of an online retailer," European Journal of Operational Research, Elsevier, vol. 283(2), pages 676-691.
    18. David R. Bell & Santiago Gallino & Antonio Moreno, 2018. "Offline Showrooms in Omnichannel Retail: Demand and Operational Benefits," Management Science, INFORMS, vol. 64(4), pages 1629-1651, April.
    19. Pavithra Harsha & Shivaram Subramanian & Joline Uichanco, 2019. "Dynamic Pricing of Omnichannel Inventories," Service Science, INFORMS, vol. 21(1), pages 47-65, January.
    20. Chuen-Teck See & Melvyn Sim, 2010. "Robust Approximation to Multiperiod Inventory Management," Operations Research, INFORMS, vol. 58(3), pages 583-594, June.
    21. Dimitris Bertsimas & Iain Dunning, 2016. "Multistage Robust Mixed-Integer Optimization with Adaptive Partitions," Operations Research, INFORMS, vol. 64(4), pages 980-998, August.
    22. Leela Nageswaran & Soo-Haeng Cho & Alan Scheller-Wolf, 2020. "Consumer Return Policies in Omnichannel Operations," Management Science, INFORMS, vol. 66(12), pages 5558-5575, December.
    23. Dimitris Bertsimas & Vineet Goyal, 2010. "On the Power of Robust Solutions in Two-Stage Stochastic and Adaptive Optimization Problems," Mathematics of Operations Research, INFORMS, vol. 35(2), pages 284-305, May.
    24. Santiago Gallino & Antonio Moreno & Ioannis Stamatopoulos, 2017. "Channel Integration, Sales Dispersion, and Inventory Management," Management Science, INFORMS, vol. 63(9), pages 2813-2831, September.
    25. Grani A. Hanasusanto & Daniel Kuhn & Wolfram Wiesemann, 2015. "K -Adaptability in Two-Stage Robust Binary Programming," Operations Research, INFORMS, vol. 63(4), pages 877-891, August.
    26. Yi He & Qingyun Xu & Pengkun Wu, 2020. "Omnichannel retail operations with refurbished consumer returns," International Journal of Production Research, Taylor & Francis Journals, vol. 58(1), pages 271-290, January.
    27. Rong Li, 2020. "Reinvent Retail Supply Chain: Ship‐from‐Store‐to‐Store," Production and Operations Management, Production and Operations Management Society, vol. 29(8), pages 1825-1836, August.
    28. Yun Fong Lim & Chen Wang, 2017. "Inventory Management Based on Target-Oriented Robust Optimization," Management Science, INFORMS, vol. 63(12), pages 4409-4427, December.
    29. Kong, Ruixiao & Luo, Li & Chen, Liuxin & Keblis, Matthew F., 2020. "The effects of BOPS implementation under different pricing strategies in omnichannel retailing," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 141(C).
    30. He, Peng & He, Yong & Xu, Henry, 2020. "Buy-online-and-deliver-from-store strategy for a dual-channel supply chain considering retailer’s location advantage," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 144(C).
    31. Jin, Ming & Li, Gang & Cheng, T.C.E., 2018. "Buy online and pick up in-store: Design of the service area," European Journal of Operational Research, Elsevier, vol. 268(2), pages 613-623.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Snoeck, André & Winkenbach, Matthias & Fransoo, Jan C., 2023. "On-demand last-mile distribution network design with omnichannel inventory," Other publications TiSEM 83b06c9f-2a65-4aaf-880b-2, Tilburg University, School of Economics and Management.
    2. Snoeck, André & Winkenbach, Matthias & Fransoo, Jan C., 2023. "On-demand last-mile distribution network design with omnichannel inventory," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 180(C).
    3. 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.
    4. Feng, Yue & Zhang, Jianxiong & Feng, Lin & Zhu, Guowei, 2022. "Benefit from a high store visiting cost in an omnichannel with BOPS," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 166(C).
    5. Goedhart, Joost & Haijema, René & Akkerman, Renzo & de Leeuw, Sander, 2023. "Replenishment and fulfilment decisions for stores in an omni-channel retail network," European Journal of Operational Research, Elsevier, vol. 311(3), pages 1009-1022.
    6. Lee, Junhyeok & Moon, Ilkyeong, 2024. "A decomposition approach for robust omnichannel retail operations considering the third-party platform channel," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 184(C).
    7. Cheng, Lihong & Guo, Xiaolong & Li, Xiaoxiao & Yu, Yugang, 2022. "Data-driven ordering and transshipment decisions for online retailers and logistics service providers," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 161(C).
    8. Bansal, Vishal & Bisi, Arnab & Roy, Debjit & Venkateshan, Prahalad, 2024. "Integrated inventory replenishment and online demand allocation decisions for an omnichannel retailer with ship-from-store strategy," European Journal of Operational Research, Elsevier, vol. 316(3), pages 1085-1100.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Zhou, Yong-Wu & Zhang, Xiong & Zhong, Yuanguang & Cao, Bin & Cheng, T.C. Edwin, 2021. "Dynamic pricing and cross-channel fulfillment for omnichannel retailing industry: An approximation policy and implications," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 156(C).
    2. Hübner, Alexander & Hense, Jonas & Dethlefs, Christian, 2022. "The revival of retail stores via omnichannel operations: A literature review and research framework," European Journal of Operational Research, Elsevier, vol. 302(3), pages 799-818.
    3. Cai, Ya-Jun & Lo, Chris K.Y., 2020. "Omni-channel management in the new retailing era: A systematic review and future research agenda," International Journal of Production Economics, Elsevier, vol. 229(C).
    4. Kong, Ruixiao & Luo, Li & Chen, Liuxin & Keblis, Matthew F., 2020. "The effects of BOPS implementation under different pricing strategies in omnichannel retailing," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 141(C).
    5. Jin, Delong & Caliskan-Demirag, Ozgun & Chen, Frank (Youhua) & Huang, Min, 2020. "Omnichannel retailers’ return policy strategies in the presence of competition," International Journal of Production Economics, Elsevier, vol. 225(C).
    6. He, Yi & Xu, Qingyun & Shao, Zhen, 2021. "“Ship-from-store” strategy in platform retailing," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 145(C).
    7. Qian Zheng & Manman Wang & Feng Yang, 2021. "Optimal Channel Strategy for a Fresh Produce E-Commerce Supply Chain," Sustainability, MDPI, vol. 13(11), pages 1-24, May.
    8. Jena, Sarat Kumar & Meena, Purushottam, 2022. "Shopping in the omnichannel supply chain under price competition and product return," Journal of Retailing and Consumer Services, Elsevier, vol. 65(C).
    9. Yi He & Qianqian Xu & Da Zhao, 2020. "Impacts of the BOPS Option on Sustainable Retailing," Sustainability, MDPI, vol. 12(20), pages 1-16, October.
    10. Qiang Guo & Li He & Yi He, 2022. "Omnichannel service operations with order‐online‐and‐dine‐in‐store strategy," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 43(6), pages 2311-2325, September.
    11. Li, Zonghuo & Guan, Xu & Mei, Wanxia, 2023. "Coupon promotion and its cross-channel effect in omnichannel retailing industry: A time-sensitive strategy," International Journal of Production Economics, Elsevier, vol. 258(C).
    12. Yang, Guangyong & Ji, Guojun, 2022. "The impact of cross-selling on managing consumer returns in omnichannel operations," Omega, Elsevier, vol. 111(C).
    13. Jia Guo & Burcu B. Keskin, 2023. "Designing a centralized distribution system for omni‐channel retailing," Production and Operations Management, Production and Operations Management Society, vol. 32(6), pages 1724-1742, June.
    14. Feng, Yue & Zhang, Jianxiong & Feng, Lin & Zhu, Guowei, 2022. "Benefit from a high store visiting cost in an omnichannel with BOPS," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 166(C).
    15. Lee, Junhyeok & Moon, Ilkyeong, 2024. "A decomposition approach for robust omnichannel retail operations considering the third-party platform channel," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 184(C).
    16. Li, Zonghuo & Yang, Wensheng & Jin, Hyun Seung & Wang, Di, 2021. "Omnichannel retailing operations with coupon promotions," Journal of Retailing and Consumer Services, Elsevier, vol. 58(C).
    17. He, Peng & He, Yong & Xu, Henry, 2020. "Buy-online-and-deliver-from-store strategy for a dual-channel supply chain considering retailer’s location advantage," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 144(C).
    18. Shen, Yinhai & Zhang, Qing & Zhang, Zhichao & Ma, Xinyu, 2022. "Omnichannel retailing return operations with consumer disappointment aversion," Operations Research Perspectives, Elsevier, vol. 9(C).
    19. Xueqi Wu & Zhi‐Long Chen, 2022. "Fulfillment scheduling for buy‐online‐pickup‐in‐store orders," Production and Operations Management, Production and Operations Management Society, vol. 31(7), pages 2982-3003, July.
    20. Peng He & Tong-Yuan Wang & Qi Shang & Jun Zhang & Henry Xu, 2024. "Knowledge mapping of e-commerce supply chain management: a bibliometric analysis," Electronic Commerce Research, Springer, vol. 24(3), pages 1889-1925, September.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:transe:v:157:y:2022:i:c:s1366554521003082. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: https://www.elsevier.com/wps/find/journaldescription.cws_home/600244/description#description .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.