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Investment in Data Analytics with Manufacturer Encroachment

Author

Listed:
  • Feifei Han

    (College of Business, Shanghai University of Finance and Economics, Shanghai 200433, China)

  • Jiao Guan

    (School of Public Economics and Administration, Shanghai University of Finance and Economics, Shanghai 200433, China)

Abstract

Online retail platforms such as Amazon and Tmall have the ability to create personalized recommendations based on the consumer’s browsing history, purchase history, and preferences by investing in data analytics capability. In practice, manufacturers may encroach on the retail market through the agency channel that sells products directly to online consumers in addition to wholesale products to retail platforms through the reselling channel. In this study, we develop a game-theoretic model to study the interplay between the manufacturer’s encroachment and the online retail platform’s data analytics capability investment. Our outcomes reveal that the conditions for the manufacturer to encroach become more lenient if the platform invests in data analytics capability, and we show that the investment in data analytics capability can lead to a Pareto improvement and the manufacturer can free ride on the platform’s investment. Moreover, we found that the manufacturer’s encroachment always creates more incentives for the platform to enhance the investment level in data analytics capability. Our research in this study provides useful insights for managers to make encroachment decisions and data analytics capability investment decisions with the manufacturer who sells through the online retail platform.

Suggested Citation

  • Feifei Han & Jiao Guan, 2024. "Investment in Data Analytics with Manufacturer Encroachment," Mathematics, MDPI, vol. 12(9), pages 1-18, April.
    • Handle: RePEc:gam:jmathe:v:12:y:2024:i:9:p:1371-:d:1386725
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    References listed on IDEAS

    as
    1. Siyu Shi & Chenyu Wang & T. C. Edwin Cheng & Shuai Liu, 2023. "Manufacturer encroachment with an e‐commerce division," Production and Operations Management, Production and Operations Management Society, vol. 32(6), pages 2002-2019, June.
    2. Maxime C. Cohen, 2018. "Big Data and Service Operations," Production and Operations Management, Production and Operations Management Society, vol. 27(9), pages 1709-1723, September.
    3. Lin Tian & Asoo J. Vakharia & Yinliang (Ricky) Tan & Yifan Xu, 2018. "Marketplace, Reseller, or Hybrid: Strategic Analysis of an Emerging E‐Commerce Model," Production and Operations Management, Production and Operations Management Society, vol. 27(8), pages 1595-1610, August.
    4. 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.
    5. Subodha Kumar & Vijay Mookerjee & Abhinav Shubham, 2018. "Research in Operations Management and Information Systems Interface," Production and Operations Management, Production and Operations Management Society, vol. 27(11), pages 1893-1905, November.
    6. Zhuoxin Li & Stephen M. Gilbert & Guoming Lai, 2014. "Supplier Encroachment Under Asymmetric Information," Management Science, INFORMS, vol. 60(2), pages 449-462, February.
    7. Zhuoxin Li & Stephen M. Gilbert & Guoming Lai, 2015. "Supplier Encroachment as an Enhancement or a Hindrance to Nonlinear Pricing," Production and Operations Management, Production and Operations Management Society, vol. 24(1), pages 89-109, January.
    8. Andrei Hagiu & Julian Wright, 2015. "Marketplace or Reseller?," Management Science, INFORMS, vol. 61(1), pages 184-203, January.
    9. Zhen, Xueping & Xu, Shuangshuang, 2022. "Who should introduce the third-party platform channel under different pricing strategies?," European Journal of Operational Research, Elsevier, vol. 299(1), pages 168-182.
    10. Anil Arya & Brian Mittendorf & David E. M. Sappington, 2007. "The Bright Side of Supplier Encroachment," Marketing Science, INFORMS, vol. 26(5), pages 651-659, 09-10.
    11. Qingning Cao & Xianjun Geng & Jun Zhang, 2022. "Impact of channel structure on a manufacturer's bundling decision with an application to digital goods," Production and Operations Management, Production and Operations Management Society, vol. 31(4), pages 1679-1697, April.
    12. Qi Feng & J. George Shanthikumar, 2018. "How Research in Production and Operations Management May Evolve in the Era of Big Data," Production and Operations Management, Production and Operations Management Society, vol. 27(9), pages 1670-1684, September.
    13. Tsan‐Ming Choi & Stein W. Wallace & Yulan Wang, 2018. "Big Data Analytics in Operations Management," Production and Operations Management, Production and Operations Management Society, vol. 27(10), pages 1868-1883, October.
    14. Yang, Huixiao & Luo, Jianwen & Zhang, Qinhong, 2018. "Supplier encroachment under nonlinear pricing with imperfect substitutes: Bargaining power versus revenue-sharing," European Journal of Operational Research, Elsevier, vol. 267(3), pages 1089-1101.
    15. Dae-Hee Yoon, 2016. "Supplier Encroachment and Investment Spillovers," Production and Operations Management, Production and Operations Management Society, vol. 25(11), pages 1839-1854, November.
    16. Abhijeet Ghoshal & Subodha Kumar & Vijay Mookerjee, 2020. "Dilemma of Data Sharing Alliance: When Do Competing Personalizing and Non‐Personalizing Firms Share Data," Production and Operations Management, Production and Operations Management Society, vol. 29(8), pages 1918-1936, August.
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