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Strategic Analysis of Tariff and Subsidy Policies in Supply Chains with 3PLs: A Bilevel Game-Theoretic Model

Author

Listed:
  • Ali Hussain Alzoubi

    (Registration Department, College of Technological Studies, PAAET, Shuwaikh 70654, Kuwait)

  • Ahmad Shafee

    (Laboratory Technology Department, College of Technological Studies, PAAET, Shuwaikh 70654, Kuwait)

Abstract

This paper develops a bilevel game-theoretic model to analyze the strategic effects of tariffs and subsidies in a global supply chain involving a manufacturer and a third-party logistics (3PL) provider. The government, acting as a Stackelberg leader, sets fiscal instruments to maximize national welfare, while downstream supply chain participants respond by optimizing production, pricing, and logistics outsourcing decisions. The model is evaluated under three coordination structures—centralized, decentralized, and alliance-based—to examine how decision alignment influences policy effectiveness. Simulation results show that while tariffs negatively impact supply chain efficiency and profitability, well-designed subsidies can partially or fully offset these effects, particularly under centralized coordination. The model further reveals that policy outcomes are highly sensitive to the strategic power structure within the supply chain. This study advances the literature by integrating endogenous government behavior with logistics coordination and supply chain decision-making within a unified bilevel optimization framework. The findings offer actionable insights for both policymakers and global supply chain managers in designing robust fiscal and coordination strategies.

Suggested Citation

  • Ali Hussain Alzoubi & Ahmad Shafee, 2025. "Strategic Analysis of Tariff and Subsidy Policies in Supply Chains with 3PLs: A Bilevel Game-Theoretic Model," Mathematics, MDPI, vol. 13(16), pages 1-22, August.
  • Handle: RePEc:gam:jmathe:v:13:y:2025:i:16:p:2603-:d:1724354
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    References listed on IDEAS

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    1. José-Fernando Camacho-Vallejo & Lilian López-Vera & Alice E. Smith & José-Luis González-Velarde, 2022. "A tabu search algorithm to solve a green logistics bi-objective bi-level problem," Annals of Operations Research, Springer, vol. 316(2), pages 927-953, September.
    2. Kyle Handley & Fariha Kamal & Ryan Monarch, 2020. "Rising Import Tariffs, Falling Export Growth: When Modern Supply Chains Meet Old-Style Protectionism," NBER Working Papers 26611, National Bureau of Economic Research, Inc.
    3. Xiao Hu & Kaifang Fu & Zhixiang Chen & Zhijiao Du, 2022. "Decision-Making of Transnational Supply Chain Considering Tariff and Third-Party Logistics Service," Mathematics, MDPI, vol. 10(5), pages 1-20, February.
    4. Kyle Handley & Fariha Kamal & Ryan Monarch, 2020. "Rising Import Tariffs, Falling Export Growth: When Modern Supply Chains Meet Old-Style Protectionism," NBER Working Papers 26611, National Bureau of Economic Research, Inc.
    5. Xide Zhu & Peijun Guo, 2020. "Bilevel programming approaches to production planning for multiple products with short life cycles," 4OR, Springer, vol. 18(2), pages 151-175, June.
    6. Hongli Zhu & Congcong Liu & Guanghua Wu & Yanjun Gao, 2023. "Cold Chain Logistics Network Design for Fresh Agricultural Products with Government Subsidy," Sustainability, MDPI, vol. 15(13), pages 1-13, June.
    7. Arsalan Rahmani & Meysam Hosseini & Amir Sahami & Debdas Ghosh, 2024. "A Competitive Bilevel Programming Model for Green, CLSCs in Light of Government Incentives," Journal of Mathematics, Hindawi, vol. 2024, pages 1-28, February.
    8. Ma, Junhai & Tian, Yi & Xu, Tiantong & Koivumäki, Timo & Xu, Yueqiang, 2022. "Dynamic game study of multi-channel supply chain under cap-and-trade regulation," Chaos, Solitons & Fractals, Elsevier, vol. 160(C).
    9. Pegah Mesrzade & Farzad Dehghanian & Yousef Ghiami, 2023. "A Bilevel Model for Carbon Pricing in a Green Supply Chain Considering Price and Carbon-Sensitive Demand," Sustainability, MDPI, vol. 15(24), pages 1-20, December.
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