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Optimal buy-online-and-pick-up-in-store strategies in the livestreaming selling context

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  • Li, Zhengqiang
  • Ullah, Azmat
  • Xu, Qingyun
  • Lev, Benjamin

Abstract

To enhance online consumers' experience, retailers have adopted a series of measures, such as offering Buy-Online-and-Pick-up-in-Store (BOPS) to reduce waiting time for delivery and opening livestreaming channels to enhance shopping entertainment. In practice, most retailers only provide BOPS services for traditional online channels or do not provide BOPS services. However, a few retailers offer BOPS services on both channels. Reasons for cross-channel BOPS strategy heterogeneity remain unclear. This paper develops an analytical model to study a retailer's optimal BOPS strategies and corresponding pricing decisions for different channels. The results indicate that when consumers' hassle costs of purchasing through livestreaming are moderate, dual-channel BOPS is optimal if operating costs are low; otherwise, offering no BOPS becomes the optimal strategy. However, under high livestreaming hassle costs, the retailer should provide BOPS exclusively for the traditional online channel, as consumers would not purchase through the livestreaming channel under the other two BOPS strategies. Furthermore, we extend our model to explore optimal BOPS strategies for a retailer with offline sales. The conclusions provide valuable decision-making guidance for retailers implementing BOPS in livestreaming selling contexts.

Suggested Citation

  • Li, Zhengqiang & Ullah, Azmat & Xu, Qingyun & Lev, Benjamin, 2025. "Optimal buy-online-and-pick-up-in-store strategies in the livestreaming selling context," International Journal of Production Economics, Elsevier, vol. 288(C).
  • Handle: RePEc:eee:proeco:v:288:y:2025:i:c:s0925527325001963
    DOI: 10.1016/j.ijpe.2025.109711
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    References listed on IDEAS

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    1. MacCarthy, Bart L. & Zhang, Lina & Muyldermans, Luc, 2019. "Best Performance Frontiers for Buy-Online-Pickup-in-Store order fulfilment," International Journal of Production Economics, Elsevier, vol. 211(C), pages 251-264.
    2. Wongkitrungrueng, Apiradee & Assarut, Nuttapol, 2020. "The role of live streaming in building consumer trust and engagement with social commerce sellers," Journal of Business Research, Elsevier, vol. 117(C), pages 543-556.
    3. 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.
    4. 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.
    5. 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.
    6. 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.
    7. Yang, Lu & Li, Xiangyong & Xia, Ye & Aneja, Y.P., 2023. "Returns operations in omnichannel retailing with buy-online-and-return-to-store," Omega, Elsevier, vol. 119(C).
    8. Hao, Caixia & Yang, Lei, 2023. "Resale or agency sale? Equilibrium analysis on the role of live streaming selling," European Journal of Operational Research, Elsevier, vol. 307(3), pages 1117-1134.
    9. Niu, Baozhuang & Mu, Zihao & Li, Baixun, 2019. "O2O results in traffic congestion reduction and sustainability improvement: Analysis of “Online-to-Store” channel and uniform pricing strategy," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 122(C), pages 481-505.
    10. Xu, Xiaoping & Yang, Yuanyuan & Zhang, Juzhi & Cheng, T.C.E., 2023. "Live streaming platform operations and coordination under the cap-and-trade regulation: Platform-enabled mode versus platform-agency mode," International Journal of Production Economics, Elsevier, vol. 260(C).
    11. Wang, Ronghui & Nan, Guofang & Kou, Gang & Li, Minqiang, 2023. "Separation or integration: The game between retailers with online and offline channels," European Journal of Operational Research, Elsevier, vol. 307(3), pages 1348-1359.
    12. Huang, Lingchen & Liu, Bin & Zhang, Rong, 2024. "Channel strategies for competing retailers: Whether and when to introduce live stream?," European Journal of Operational Research, Elsevier, vol. 312(2), pages 413-426.
    13. Phadnis, Shardul S. & Fine, Charles H., 2024. "Market expansion through online-buying to store-pickup (O2S): Implications for end-to-end supply chain strategy," International Journal of Production Economics, Elsevier, vol. 269(C).
    14. Xiaojun Fan & Lin Tian & Chengfu Wang & Shanshan Wang, 2022. "Optimal service decisions in an omni-channel with buy-online-and-pick-up-in-store," Journal of the Operational Research Society, Taylor & Francis Journals, vol. 73(4), pages 794-810, March.
    15. Kang, Kai & Lu, Jinxuan & Guo, Lingyun & Li, Wenlu, 2021. "The dynamic effect of interactivity on customer engagement behavior through tie strength: Evidence from live streaming commerce platforms," International Journal of Information Management, Elsevier, vol. 56(C).
    16. Zhao, Yan & Li, Yanhui & Yao, Qi & Guan, Xu, 2023. "Dual-channel retailing strategy vs. omni-channel buy-online-and-pick-up-in-store behaviors with reference freshness effect," International Journal of Production Economics, Elsevier, vol. 263(C).
    17. Wei-yu Kevin Chiang & Dilip Chhajed & James D. Hess, 2003. "Direct Marketing, Indirect Profits: A Strategic Analysis of Dual-Channel Supply-Chain Design," Management Science, INFORMS, vol. 49(1), pages 1-20, January.
    18. Li, Kaili & Yao, Song & Li, Yongjian & Tang, Fangcheng & Wang, Zhongbin, 2025. "Deliberate shortage in live-streaming commerce," Omega, Elsevier, vol. 131(C).
    19. Santiago Gallino & Antonio Moreno & Ioannis Stamatopoulos, 2017. "Channel Integration, Sales Dispersion, and Inventory Management," Management Science, INFORMS, vol. 63(9), pages 2813-2831, September.
    20. Keran Zhao & Yingda Lu & Yuheng Hu & Yili Hong, 2023. "Direct and Indirect Spillovers from Content Providers’ Switching: Evidence from Online Livestreaming," Information Systems Research, INFORMS, vol. 34(3), pages 847-866, September.
    21. Aw, Eugene Cheng-Xi & Kamal Basha, Norazlyn & Ng, Siew Imm & Ho, Jo Ann, 2021. "Searching online and buying offline: Understanding the role of channel-, consumer-, and product-related factors in determining webrooming intention," Journal of Retailing and Consumer Services, Elsevier, vol. 58(C).
    22. 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.
    23. Duan, Yongrui & Song, Jia, 2024. "The adoption of live streaming channel considering impulse buying and product returns," International Journal of Production Economics, Elsevier, vol. 274(C).
    24. Yang, Wenting & Govindan, Kannan & Zhang, Jiantong, 2023. "Spillover effects of live streaming selling in a dual-channel supply chain," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 180(C).
    25. Fei Gao & Xuanming Su, 2017. "Online and Offline Information for Omnichannel Retailing," Manufacturing & Service Operations Management, INFORMS, vol. 19(1), pages 84-98, February.
    26. Lin, Xiaogang & Zhou, Yong-Wu & Hou, Rui, 2021. "Impact of a “Buy-online-and-pickup-in-store” Channel on Price and Quality Decisions in a Supply Chain," European Journal of Operational Research, Elsevier, vol. 294(3), pages 922-935.
    27. Meng, Lu (Monroe) & Duan, Shen & Zhao, Yijun & Lü, Kevin & Chen, Siyun, 2021. "The impact of online celebrity in livestreaming E-commerce on purchase intention from the perspective of emotional contagion," Journal of Retailing and Consumer Services, Elsevier, vol. 63(C).
    28. Li, You & Li, Xiaolin & Cai, Jiali, 2021. "How attachment affects user stickiness on live streaming platforms: A socio-technical approach perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 60(C).
    29. Haoyan Sun & Jianqing Chen & Ming Fan, 2021. "Effect of Live Chat on Traffic‐to‐Sales Conversion: Evidence from an Online Marketplace," Production and Operations Management, Production and Operations Management Society, vol. 30(5), pages 1201-1219, May.
    30. Ran Pan & Juan Feng & Zhenling Zhao, 2022. "Fly with the wings of live‐stream selling—Channel strategies with/without switching demand," Production and Operations Management, Production and Operations Management Society, vol. 31(9), pages 3387-3399, September.
    31. Shao, Xiaofeng, 2021. "Omnichannel retail move in a dual-channel supply chain," European Journal of Operational Research, Elsevier, vol. 294(3), pages 936-950.
    32. Zheng, Xiao-Xue & Li, Deng-Feng & Liu, Zhi & Jia, Fu & Lev, Benjamin, 2021. "Willingness-to-cede behaviour in sustainable supply chain coordination," International Journal of Production Economics, Elsevier, vol. 240(C).
    33. Ming Hu & Xiaolin Xu & Weili Xue & Yi Yang, 2022. "Demand Pooling in Omnichannel Operations," Management Science, INFORMS, vol. 68(2), pages 883-894, February.
    34. Liu, Baolong & Wang, Weilong, 2023. "Live commerce retailing with online influencers: Two business models," International Journal of Production Economics, Elsevier, vol. 255(C).
    35. 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).
    36. Fassnacht, Martin & Unterhuber, Sebastian, 2016. "Consumer response to online/offline price differentiation," Journal of Retailing and Consumer Services, Elsevier, vol. 28(C), pages 137-148.
    37. Daria Dzyabura & Srikanth Jagabathula, 2018. "Offline Assortment Optimization in the Presence of an Online Channel," Management Science, INFORMS, vol. 64(6), pages 2767-2786, June.
    38. Zhou, Xiaoyang & Chen, Kexin & Wen, Haoyu & Lin, Jun & Zhang, Kai & Tian, Xin & Wang, Shouyang & Lev, Benjamin, 2021. "Integration of third-party platforms: Does it really hurt them?," International Journal of Production Economics, Elsevier, vol. 234(C).
    39. Saha, Kushal & Bhattacharya, Subir, 2021. "‘Buy online and pick up in-store’: Implications for the store inventory," European Journal of Operational Research, Elsevier, vol. 294(3), pages 906-921.
    40. Cui, Xueqing & Li, Yongjian & Li, Xiang & Fang, Shulin, 2023. "Livestream e-commerce in a platform supply chain: A product-fit uncertainty reduction perspective," International Journal of Production Economics, Elsevier, vol. 258(C).
    41. Liu, Minjian & Du, Shaofu & Nie, Tengfei & Zhu, Yangguang, 2024. "Pricing, channel design, and platform operations with buy-online-and-pick-up-in-store in online food delivery market," International Journal of Production Economics, Elsevier, vol. 274(C).
    42. Necati Ertekin & Mehmet Gümüş & Mohammad E. Nikoofal, 2022. "Online-Exclusive or Hybrid? Channel Merchandising Strategies for Ship-to-Store Implementation," Management Science, INFORMS, vol. 68(8), pages 5828-5846, August.
    43. Yina Li & Yu Ning & Weiguo Fan & Ajay Kumar & Fei Ye, 2024. "Channel Choice in Live Streaming Commerce," Post-Print hal-04717617, HAL.
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