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Shipping Consolidation Across Two Warehouses with Delivery Deadline and Expedited Options for E-commerce and Omni-channel Retailers

Author

Listed:
  • Lai Wei

    (Wallace E. Carroll School of Management, Boston College, Chestnut Hill, Massachusetts 02467)

  • Roman Kapuscinski

    (Stephen M. Ross School of Business, University of Michigan, Ann Arbor, Michigan 48109)

  • Stefanus Jasin

    (Stephen M. Ross School of Business, University of Michigan, Ann Arbor, Michigan 48109)

Abstract

Problem definition : Shipment consolidation (i.e., shipping multiple orders together instead of shipping them separately) is commonly used to decrease total shipping costs. However, when the delivery of some orders is delayed, so they can be consolidated with future orders, a more expensive expedited shipment may be needed to meet shorter deadlines. In this paper, we study the optimal consolidation policy focusing on the trade-off between economies of scale due to combining orders and expedited shipping costs, in the setting of two warehouses. Academic/practical relevance : Our work is motivated by the application of fulfillment consolidation in e-commerce and omni-channel retail, especially with the rise of so-called on-demand logistics services. Sellers have the flexibility to take advantage of consolidation by deciding when to ship the orders and from which warehouse to fulfill the orders, as long as the orders’ deadlines are met. Methodology : We use Dynamic Programming to study the optimal policy and its structure. We also conduct extensive simulation tests to evaluate the performance of heuristics that are based on structures of the optimal policies. Results : The optimal policies and their structures are characterized. Using the insights of these structural properties, we propose two easily implementable heuristics that perform within 1%–2% of the optimal solution and outperform other benchmark consolidation methods in numerical tests. Managerial implications : Consolidation is shown to significantly reduce the outbound shipping costs. Retailers can take advantage of it to effectively improve the standard policies by simply applying the threshold-form heuristics we propose.

Suggested Citation

  • Lai Wei & Roman Kapuscinski & Stefanus Jasin, 2021. "Shipping Consolidation Across Two Warehouses with Delivery Deadline and Expedited Options for E-commerce and Omni-channel Retailers," Manufacturing & Service Operations Management, INFORMS, vol. 23(6), pages 1634-1650, November.
  • Handle: RePEc:inm:ormsom:v:23:y:2021:i:6:p:1634-1650
    DOI: 10.1287/msom.2020.0903
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    References listed on IDEAS

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    1. Eric Logan Huggins & Tava Lennon Olsen, 2003. "Supply Chain Management with Guaranteed Delivery," Management Science, INFORMS, vol. 49(9), pages 1154-1167, September.
    2. Ricard Gil & Evsen Korkmaz & Ozge Sahin, 2014. "Optimal Pricing of Access and Secondary Goods with Repeat Purchases: Evidence from Online Grocery Shopping and Delivery Fees," Working Papers 14-10, NET Institute.
    3. Qi, Lian & Lee, Kangbok, 2015. "Supply chain risk mitigations with expedited shipping," Omega, Elsevier, vol. 57(PA), pages 98-113.
    4. Jason Acimovic & Stephen C. Graves, 2015. "Making Better Fulfillment Decisions on the Fly in an Online Retail Environment," Manufacturing & Service Operations Management, INFORMS, vol. 17(1), pages 34-51, February.
    5. Sean X. Zhou & Xiuli Chao, 2010. "Newsvendor bounds and heuristics for serial supply chains with regular and expedited shipping," Naval Research Logistics (NRL), John Wiley & Sons, vol. 57(1), pages 71-87, February.
    6. Michael Lewis & Vishal Singh & Scott Fay, 2006. "An Empirical Study of the Impact of Nonlinear Shipping and Handling Fees on Purchase Incidence and Expenditure Decisions," Marketing Science, INFORMS, vol. 25(1), pages 51-64, 01-02.
    7. Daganzo, Carlos F., 1988. "Shipment composition enhancement at a consolidation center," Transportation Research Part B: Methodological, Elsevier, vol. 22(2), pages 103-124, April.
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    Cited by:

    1. Will Ma, 2023. "Order-Optimal Correlated Rounding for Fulfilling Multi-Item E-Commerce Orders," Manufacturing & Service Operations Management, INFORMS, vol. 25(4), pages 1324-1337, July.
    2. Yicheng Bai & Paat Rusmevichientong & Huseyin Topaloglu, 2025. "Joint Placement, Delivery Promise, and Fulfillment in Online Retail," Management Science, INFORMS, vol. 71(11), pages 9171-9192, November.
    3. Yanyang Zhao & Xinshang Wang & Linwei Xin, 2025. "Multi-item Online Order Fulfillment in a Two-Layer Network," Operations Research, INFORMS, vol. 73(5), pages 2297-2305, September.
    4. Bhimaraju, Akhil & Etesami, S. Rasoul & Varshney, Lav R., 2026. "Dynamic batching of online arrivals to leverage economies of scale," European Journal of Operational Research, Elsevier, vol. 328(3), pages 749-761.
    5. Shouchang Chen & Zhenzhen Yan & Yun Fong Lim, 2024. "Managing the Personalized Order-Holding Problem in Online Retailing," Manufacturing & Service Operations Management, INFORMS, vol. 26(1), pages 47-65, January.
    6. Yuankai Zhang & Xiangpei Hu & Qiong Tian, 2026. "Order consolidation for the last-mile split delivery problem with green labels," Annals of Operations Research, Springer, vol. 359(1), pages 895-919, April.

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