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The direct and cross effects in a supply chain with consumers sensitive to both carbon emissions and delivery time

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  • He, Ping
  • Wang, Zheng
  • Shi, Victor
  • Liao, Yi

Abstract

In this paper, we study a supply chain consisting of an upstream manufacturer who faces carbon tax regulation from the government, and a downstream retailer who sells the product to consumers via an online channel. The consumers are sensitive to the product's carbon emission as well as its delivery time. Building Stackelberg game models, we explore how consumers’ dual sensitivities to carbon emission and delivery time impact the two firms’ optimal decisions and profits. Our major findings are as follow. First, as expected, there are “direct effects” of consumer's dual sensitivities: the retailer's optimal delivery time decreases as consumers’ sensitivity to delivery time increases; the manufacturer's optimal carbon emission reduction effort level increases as consumers’ sensitivity to carbon emissions increases. Second and more importantly, there are distinct “cross effects” of consumers’ dual sensitivities: when the sensitivity to delivery time increases, the manufacturer's optimal carbon emission reduction effort level first decreases and then increases; if carbon tax rate increases, the retailer's optimal delivery time first increases and then decreases; if the sensitivity to the product's carbon emissions increases, the retailer's optimal delivery time always decreases. To address the potential free riding problem due to these “cross effects”, we propose a two-way cost sharing contract for the supply chain, where each firm shares a certain proportion of the other's investment cost. We show that this contract can achieve Pareto improvement for the supply chain.

Suggested Citation

  • He, Ping & Wang, Zheng & Shi, Victor & Liao, Yi, 2021. "The direct and cross effects in a supply chain with consumers sensitive to both carbon emissions and delivery time," European Journal of Operational Research, Elsevier, vol. 292(1), pages 172-183.
  • Handle: RePEc:eee:ejores:v:292:y:2021:i:1:p:172-183
    DOI: 10.1016/j.ejor.2020.10.031
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    Cited by:

    1. Yang, Yang & Liu, Jie & Hu, Taizhong, 2023. "Capital allocation and pricing decisions under trade credit with time-sensitive stochastic demand," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 173(C).
    2. Qiang Wang & Nenggui Zhao & Xiang Ji, 2024. "Reselling or agency selling? The strategic role of live streaming commerce in distribution contract selection," Electronic Commerce Research, Springer, vol. 24(2), pages 983-1016, June.
    3. Xu, Xiaoping & Guo, Shunan & Cheng, T.C.E. & Du, Pengcheng, 2023. "The choice between the agency and reselling modes considering green technology with the cap-and-trade scheme," International Journal of Production Economics, Elsevier, vol. 260(C).
    4. Hongbo Guo & Mengtong Lu & Lili Ding, 2022. "The Effect of Consumer Sentiment on Manufacturers’ Green Technology Innovation: A RDEU Evolutionary Game Model," Sustainability, MDPI, vol. 15(1), pages 1-18, December.
    5. Liang Shen & Fei Lin & T. C. E. Cheng, 2022. "Low-Carbon Transition Models of High Carbon Supply Chains under the Mixed Carbon Cap-and-Trade and Carbon Tax Policy in the Carbon Neutrality Era," IJERPH, MDPI, vol. 19(18), pages 1-21, September.
    6. Xu, Xiaoping & Zhang, Mengying & Chen, Lai & Yu, Yugang, 2022. "The region-cap allocation and delivery time decision in the marketplace mode under the cap-and-trade regulation," International Journal of Production Economics, Elsevier, vol. 247(C).
    7. Jiaguo Liu & Huida Zhao & Yibing Lyu & Xiaohang Yue, 2023. "The provision strategy of blockchain service under the supply chain with downstream competition," Annals of Operations Research, Springer, vol. 327(1), pages 375-400, August.
    8. Sarin Raju & T. M. Rofin & S. Pavan Kumar, 2024. "Pricing decisions during panic buying and its effect on a dual-channel supply chain under different channel power structures," Journal of Revenue and Pricing Management, Palgrave Macmillan, vol. 23(2), pages 83-95, April.
    9. Zhai, Yue & Hua, Guowei & Cheng, Meng & Cheng, T.C.E., 2023. "Production lead-time hedging and order allocation in an MTO supply chain," European Journal of Operational Research, Elsevier, vol. 311(3), pages 887-905.
    10. Niu, Baozhuang & Zhang, Nan & Zhang, Jianhua, 2024. "How to Induce Multinational Firms’ Local Sourcing to Break Carbon Lock-in?," European Journal of Operational Research, Elsevier, vol. 315(2), pages 613-625.
    11. Lina Ma & Xinran Zhang & Yushen Du, 2021. "Influence Mechanism on Supplier Emission Reduction Based on a Two-Level Supply Chain," IJERPH, MDPI, vol. 18(23), pages 1-16, November.
    12. Qiu, Ruozhen & Li, Chunxia & Sun, Minghe, 2024. "Impacts of consumer virtual showrooming behavior on manufacturer and retailer strategic decisions in a dual-channel supply chain," European Journal of Operational Research, Elsevier, vol. 313(1), pages 325-342.
    13. Li, Leiting & Huang, Min & Yue, Xiaohang & Wang, Xingwei, 2024. "The strategic analysis of collection delivery points network sharing in last-mile logistics market," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 183(C).
    14. Xiaojiao Qiao & Shimeng Xu & Dan Shi & Xiukun Zhao, 2023. "Data-Driven Sustainable Supply Chain Decision Making in the Presence of Low Carbon Awareness," Sustainability, MDPI, vol. 15(12), pages 1-16, June.
    15. Xu, Xiaoping & He, Ping & Zhou, Li & Cheng, T.C.E., 2023. "Coordination of a platform-based supply chain in the marketplace or reselling mode considering cross-channel effect and blockchain technology," European Journal of Operational Research, Elsevier, vol. 309(1), pages 170-187.
    16. Li, Yongjian & Yao, Song & Wang, Jun, 2023. "Signaling strategies in a low-carbon supply chain with platform encroachment," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 179(C).
    17. Rui, Zhaobiao & Peng, Weicai & Qin, Ximei & Wang, Jun, 2023. "Assessing carbon cap-and-trade policies on hybrid renewable energy investments: Implications for pricing and capacity decisions," Resources Policy, Elsevier, vol. 86(PA).
    18. Qiang Du & Jiajie Zhou, 2022. "Evolution of Low Carbon Supply Chain Research: A Systematic Bibliometric Analysis," IJERPH, MDPI, vol. 19(23), pages 1-20, November.
    19. Liangui Peng & Ying Li & Hui Yu, 2021. "Effects of Dual Credit Policy and Consumer Preferences on Production Decisions in Automobile Supply Chain," Sustainability, MDPI, vol. 13(11), pages 1-19, May.

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