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Green R&D Financing Strategy in Platform Supply Chain with Data-Driven Marketing

Author

Listed:
  • Yanfei Xia

    (Department of Management Science and Engineering, School of Business, Qingdao University, Qingdao 266071, China)

  • Quan Guo

    (Department of Management Science and Engineering, School of Business, Qingdao University, Qingdao 266071, China)

  • Hao Sun

    (Department of Management Science and Engineering, School of Business, Qingdao University, Qingdao 266071, China)

  • Ke Li

    (Department of Management Science and Engineering, School of Business, Qingdao University, Qingdao 266071, China)

  • Zongyu Mu

    (Department of Management Science and Engineering, School of Business, Qingdao University, Qingdao 266071, China)

Abstract

Platform enterprises can improve green R&D efficiency by data-driven marketing (DDM) activities and can also provide financing assistance to manufacturers. In this context, for a platform supply chain consisting of one manufacturer facing a shortage of green R&D funds and a one third-party platform, this paper develops four game models under two financing channels (bank financing channel and platform financing channel) and two selling modes (agency selling mode and reselling mode). The equilibrium results of different models are derived and compared, and then the choices of selling mode and financing channel from the perspectives of both the manufacturer and the platform are analyzed. The conclusions show that the consumers’ sensitivities to green R&D and DDM activities, as well as service commission fee, are major factors influencing green R&D level and both parties’ choice of selling mode and financing channel. In most cases, a platform financing channel can promote the green R&D level better and is more beneficial to the manufacturer and the platform. Only in a few cases, the two parties prefer the reselling mode and bank financing channel. However, agent selling with bank financing will never be their optimal strategy. There exists four situations in which the manufacturer and the platform can agree on a same strategy on selling mode and financing channel.

Suggested Citation

  • Yanfei Xia & Quan Guo & Hao Sun & Ke Li & Zongyu Mu, 2022. "Green R&D Financing Strategy in Platform Supply Chain with Data-Driven Marketing," Sustainability, MDPI, vol. 14(15), pages 1-22, July.
    • Handle: RePEc:gam:jsusta:v:14:y:2022:i:15:p:9172-:d:872449
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    References listed on IDEAS

    as
    1. Yinliang (Ricky) Tan & Janice E. Carrillo, 2017. "Strategic Analysis of the Agency Model for Digital Goods," Production and Operations Management, Production and Operations Management Society, vol. 26(4), pages 724-741, April.
    2. De, Arijit & Gorton, Matthew & Hubbard, Carmen & Aditjandra, Paulus, 2022. "Optimization model for sustainable food supply chains: An application to Norwegian salmon," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 161(C).
    3. Xia, Jing & Niu, Wenju, 2021. "Carbon-reducing contract design for a supply chain with environmental responsibility under asymmetric information," Omega, Elsevier, vol. 102(C).
    4. Yang, Hui & Sun, Fei & Chen, Jing & Chen, Bintong, 2019. "Financing decisions in a supply chain with a capital-constrained manufacturer as new entrant," International Journal of Production Economics, Elsevier, vol. 216(C), pages 321-332.
    5. Liu, Weihua & Yan, Xiaoyu & Li, Xiang & Wei, Wanying, 2020. "The impacts of market size and data-driven marketing on the sales mode selection in an Internet platform based supply chain," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 136(C).
    6. Li, Xiang, 2020. "Reducing channel costs by investing in smart supply chain technologies," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 137(C).
    7. Chiou, Tzu-Yun & Chan, Hing Kai & Lettice, Fiona & Chung, Sai Ho, 2011. "The influence of greening the suppliers and green innovation on environmental performance and competitive advantage in Taiwan," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 47(6), pages 822-836.
    8. Ma, Shigui & He, Yong & Gu, Ran & Li, Shanshan, 2021. "Sustainable supply chain management considering technology investments and government intervention," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 149(C).
    9. Wang, Cuixia & Leng, Mingming & Liang, Liping, 2018. "Choosing an online retail channel for a manufacturer: Direct sales or consignment?," International Journal of Production Economics, Elsevier, vol. 195(C), pages 338-358.
    10. Du, Shaofu & Wang, Lei & Hu, Li & Zhu, Yangguang, 2019. "Platform-led green advertising: Promote the best or promote by performance," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 128(C), pages 115-131.
    11. Jung, Seung Hwan & Feng, Tianjun, 2020. "Government subsidies for green technology development under uncertainty," European Journal of Operational Research, Elsevier, vol. 286(2), pages 726-739.
    12. Yang, Rui & Tang, Wansheng & Zhang, Jianxiong, 2021. "Technology improvement strategy for green products under competition: The role of government subsidy," European Journal of Operational Research, Elsevier, vol. 289(2), pages 553-568.
    13. Xianjun Geng & Yinliang (Ricky) Tan & Lai Wei, 2018. "How Add†on Pricing Interacts with Distribution Contracts," Production and Operations Management, Production and Operations Management Society, vol. 27(4), pages 605-623, April.
    14. Huang, Shuai & Fan, Zhi-Ping & Wang, Ningning, 2020. "Green subsidy modes and pricing strategy in a capital-constrained supply chain," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 136(C).
    15. Xinyu Zhuang & Wenhan Li & Yisong Xu, 2022. "Port Planning and Sustainable Development Based on Prediction Modelling of Port Throughput: A Case Study of the Deep-Water Dongjiakou Port," Sustainability, MDPI, vol. 14(7), pages 1-21, April.
    16. Maher Agi & Xinghao Yan, 2020. "Greening products in a supply chain under market segmentation and different channel power structures," Post-Print hal-02898158, HAL.
    17. Jin, Wei & Zhang, Qinhong & Luo, Jianwen, 2019. "Non-collaborative and collaborative financing in a bilateral supply chain with capital constraints," Omega, Elsevier, vol. 88(C), pages 210-222.
    18. Andrei Hagiu & Julian Wright, 2015. "Marketplace or Reseller?," Management Science, INFORMS, vol. 61(1), pages 184-203, January.
    19. Dash Wu, Desheng & Yang, Lipo & Olson, David L., 2019. "Green supply chain management under capital constraint," International Journal of Production Economics, Elsevier, vol. 215(C), pages 3-10.
    20. Gao, Guang-Xin & Fan, Zhi-Ping & Fang, Xin & Lim, Yun Fong, 2018. "Optimal Stackelberg strategies for financing a supply chain through online peer-to-peer lending," European Journal of Operational Research, Elsevier, vol. 267(2), pages 585-597.
    21. Ankita Ray & Arijit De & Sandeep Mondal & Junwei Wang, 2021. "Selection of best buyback strategy for original equipment manufacturer and independent remanufacturer – game theoretic approach," International Journal of Production Research, Taylor & Francis Journals, vol. 59(18), pages 5495-5524, September.
    22. Yan, Nina & Liu, Yang & Xu, Xun & He, Xiuli, 2020. "Strategic dual-channel pricing games with e-retailer finance," European Journal of Operational Research, Elsevier, vol. 283(1), pages 138-151.
    23. Vibhanshu Abhishek & Kinshuk Jerath & Z. John Zhang, 2016. "Agency Selling or Reselling? Channel Structures in Electronic Retailing," Management Science, INFORMS, vol. 62(8), pages 2259-2280, August.
    24. Gong, Daqing & Liu, Shifeng & Liu, Jun & Ren, Long, 2020. "Who benefits from online financing? A sharing economy E-tailing platform perspective," International Journal of Production Economics, Elsevier, vol. 222(C).
    25. Agi, Maher A.N. & Yan, Xinghao, 2020. "Greening products in a supply chain under market segmentation and different channel power structures," International Journal of Production Economics, Elsevier, vol. 223(C).
    26. Wesseh, Presley K. & Lin, Boqiang, 2018. "Optimal carbon taxes for China and implications for power generation, welfare, and the environment," Energy Policy, Elsevier, vol. 118(C), pages 1-8.
    27. Panos Kouvelis & Wenhui Zhao, 2012. "Financing the Newsvendor: Supplier vs. Bank, and the Structure of Optimal Trade Credit Contracts," Operations Research, INFORMS, vol. 60(3), pages 566-580, June.
    28. Benny Mantin & Harish Krishnan & Tirtha Dhar, 2014. "The Strategic Role of Third-Party Marketplaces in Retailing," Production and Operations Management, Production and Operations Management Society, vol. 23(11), pages 1937-1949, November.
    29. Yan, Nina & Zhang, Yaping & Xu, Xun & Gao, Yongling, 2021. "Online finance with dual channels and bidirectional free-riding effect," International Journal of Production Economics, Elsevier, vol. 231(C).
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