Exploring omni-channel bullwhip effect: The role of channel integration and consumer channel preference

The bullwhip effect is a prevalent phenomenon in supply chain management. With the emergence of omni-channel retailing, the structure of the supply chain has become more complex, leading to increased management challenges. In this paper, we aim to measure the bullwhip effect of an omni-channel supply chain with both offline and online channels and explore the impact of consumer channel preference and channel integration on the bullwhip effect. We set up a closed-form expression of the omni-channel bullwhip effect in which the retailer exhibits a price-sensitive demand model with a first-order autoregressive uniform pricing process, and the order-up-to level is calculated based on future demand forecast. Through mathematical and numerical analysis, we find that channel integration degree has a positive effect on reducing the omni-channel bullwhip effect, while the effect of consumer channel preference on the omni-channel bullwhip effect increases and then decreases. By comparing the omni-channel bullwhip effect with the single-channel one, we identify conditions under which effective consumer channel preference and channel integration strategies can reduce the omni-channel bullwhip effect. Finally, some suggestions for omni-channel retailers on market selection and channel integration strategies are presented to help them control the bullwhip effect at a lower level.

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Publication Details

Journal
Journal of the Operational Research Society
Published
2026-07-16
DOI
https://doi.org/10.1080/01605682.2026.2701141
Primary Topic
Supply Chain and Inventory Management
Type
article
Field-Weighted Citation Impact
0.00

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article

Exploring omni-channel bullwhip effect: The role of channel integration and consumer channel preference

Jinxing Hao, Ou Liu, Shiyu Liu, Yi-Xiang Wang et al.
Journal of the Operational Research Society
Supply Chain and Inventory Management
article

Exploring omni-channel bullwhip effect: The role of channel integration and consumer channel preference

Jinxing Hao, Ou Liu, Shiyu Liu, Yi-Xiang Wang, Yue Zhang
article en

Abstract

The bullwhip effect is a prevalent phenomenon in supply chain management. With the emergence of omni-channel retailing, the structure of the supply chain has become more complex, leading to increased management challenges. In this paper, we aim to measure the bullwhip effect of an omni-channel supply chain with both offline and online channels and explore the impact of consumer channel preference and channel integration on the bullwhip effect. We set up a closed-form expression of the omni-channel bullwhip effect in which the retailer exhibits a price-sensitive demand model with a first-order autoregressive uniform pricing process, and the order-up-to level is calculated based on future demand forecast. Through mathematical and numerical analysis, we find that channel integration degree has a positive effect on reducing the omni-channel bullwhip effect, while the effect of consumer channel preference on the omni-channel bullwhip effect increases and then decreases. By comparing the omni-channel bullwhip effect with the single-channel one, we identify conditions under which effective consumer channel preference and channel integration strategies can reduce the omni-channel bullwhip effect. Finally, some suggestions for omni-channel retailers on market selection and channel integration strategies are presented to help them control the bullwhip effect at a lower level.

Journal of the Operational Research Society
Beijing Institute of Petrochemical Technology (CN), Ministre de la Santé (BJ), Shenzhen Technology University (CN), Beihang University (CN)
National Natural Science Foundation of China
Openalex Percentile: Top 5%
Supply Chain and Inventory Management
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