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Fulfillment and pricing optimization for omni-channel retailers considering shipment of in-store demand

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  • Pichka, Khosro
  • Alwan, Layth C.
  • Yue, Xiaohang

Abstract

Omni-channel retailers meet the demand through the e-commerce channel and the stores in different locations. They have specific centers to fulfill their online orders (e-fulfillment centers); however, they may fulfill their online orders using their in-store inventory. On the other hand, retailers can use pricing decisions to control the demand in each channel. We first model the customers’ demand by the multinomial logit (MNL) choice model. We then propose two mixed-integer nonlinear programming (MINLP) models to maximize the total profit by considering both fulfillment and pricing decisions. We assume e-fulfillment inventory can also be used as a backup inventory for in-store orders if stores are out of inventory, but only for a store in the same zone. We also assume limited initial inventory and no replenishment in a finite selling horizon. In the second MINLP model, we also allow for multiple shipping options and inventory decisions. By numerical experiments, we show that omni-channel retailers can increase their profit by having control over initial inventory allocation and fulfilling the in-store demand by e-fulfillment inventory.

Suggested Citation

  • Pichka, Khosro & Alwan, Layth C. & Yue, Xiaohang, 2022. "Fulfillment and pricing optimization for omni-channel retailers considering shipment of in-store demand," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 167(C).
  • Handle: RePEc:eee:transe:v:167:y:2022:i:c:s1366554522002897
    DOI: 10.1016/j.tre.2022.102912
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    1. 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.
    2. Yanzhe (Murray) Lei & Stefanus Jasin & Amitabh Sinha, 2018. "Joint Dynamic Pricing and Order Fulfillment for E-commerce Retailers," Manufacturing & Service Operations Management, INFORMS, vol. 20(2), pages 269-284, May.
    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. 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.
    5. Kalyan Talluri & Garrett van Ryzin, 2004. "Revenue Management Under a General Discrete Choice Model of Consumer Behavior," Management Science, INFORMS, vol. 50(1), pages 15-33, January.
    6. Song, Yang & Fan, Tijun & Tang, Yuewu & Xu, Chang, 2021. "Omni-channel strategies for fresh produce with extra losses in-store," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 148(C).
    7. Klein, Robert & Koch, Sebastian & Steinhardt, Claudius & Strauss, Arne K., 2020. "A review of revenue management: Recent generalizations and advances in industry applications," European Journal of Operational Research, Elsevier, vol. 284(2), pages 397-412.
    8. 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).
    9. Gupta, Vishal Kumar & Ting, Q.U. & Tiwari, Manoj Kumar, 2019. "Multi-period price optimization problem for omnichannel retailers accounting for customer heterogeneity," International Journal of Production Economics, Elsevier, vol. 212(C), pages 155-167.
    10. 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.
    11. Paat Rusmevichientong & David Shmoys & Chaoxu Tong & Huseyin Topaloglu, 2014. "Assortment Optimization under the Multinomial Logit Model with Random Choice Parameters," Production and Operations Management, Production and Operations Management Society, vol. 23(11), pages 2023-2039, November.
    12. 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.
    13. Strauss, Arne K. & Klein, Robert & Steinhardt, Claudius, 2018. "A review of choice-based revenue management: Theory and methods," European Journal of Operational Research, Elsevier, vol. 271(2), pages 375-387.
    14. Cao, James & So, Kut C. & Yin, Shuya, 2016. "Impact of an “online-to-store” channel on demand allocation, pricing and profitability," European Journal of Operational Research, Elsevier, vol. 248(1), pages 234-245.
    15. Lin, Yun Hui & Wang, Yuan & Lee, Loo Hay & Chew, Ek Peng, 2022. "Omnichannel facility location and fulfillment optimization," Transportation Research Part B: Methodological, Elsevier, vol. 163(C), pages 187-209.
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