运筹与管理 ›› 2025, Vol. 34 ›› Issue (1): 91-97.DOI: 10.12005/orms.2025.0014

• 理论分析与方法探讨 • 上一篇    下一篇

在线平台的定向能力投资决策博弈分析

马彪1,2, 李莉1   

  1. 1.南京理工大学 经济管理学院,江苏 南京 210094;
    2.江苏省教育考试院,江苏 南京 210024
  • 收稿日期:2023-03-20 出版日期:2025-01-25 发布日期:2025-05-16
  • 通讯作者: 李莉(1970-),安徽合肥人,女,博士,教授,研究方向:电子商务,系统决策。Email: lily691111@126.com。
  • 作者简介:马彪(1982-),男,江苏扬州人,博士,正高级工程师,研究方向:系统决策与分析。
  • 基金资助:
    国家自然科学基金面上项目(71771122)

Game Analysis of Directional Ability Investment Decision on Online Platform

MA Biao1,2, LI Li1   

  1. 1. School of Economics & Management, Nanjing University of Science & Technology, Nanjing 210094, China;
    2. Jiangsu Provincial Education Examination Authority, Nanjing 210024, China
  • Received:2023-03-20 Online:2025-01-25 Published:2025-05-16

摘要: 在线平台同时在消费者市场和广告商市场展开竞争,其通过定向能力投资吸引广告商并提高广告价格,但带来的隐私侵犯对消费者产生负面影响。针对这一问题,本文分别在垄断市场和竞争市场构建在线平台、消费者、广告商三方博弈模型,对在线平台的广告价格、订阅价格和定向能力投资进行博弈分析。结果表明:垄断市场中,在线平台订阅价格与定向平台的定向能力投资、广告干扰成本均线性正相关;而广告价格与定向能力投资线性正相关,与广告干扰成本线性负相关;在线平台收益与广告技术成本参数负相关,与广告干扰成本正相关。广告商双重归属对称竞争市场中,在线平台收益会随着付费订阅消费者和差异化水平的增加而增加,相反地,平台收益会随着消费者隐私关注和定向能力技术成本参数的提高而减少。不对称竞争市场中,低定向能力的平台会选择放弃定向能力投资。

关键词: 博弈分析, 在线平台, 消费者隐私, 定向能力

Abstract: The development of the Internet has given rise to the advertising business of online platforms, which can deliver targeted advertisements online based on consumers’ behavior. Since online platforms would serve both consumers and advertisers, and provide two operation patterns, there is a bilateral competition between the consumer market and advertiser market simultaneously. Specifically, in the consumer market, online platforms provide their basic services, such as video on demand, email, etc., while also limiting targeting technology, reducing consumer privacy invasion, and gaining a competitive advantage. On the other hand, in the advertiser market, online platforms improve their targeting ability through investment in targeted technology, and the effectiveness of targeted advertising to gain competitive advantages. The two-sided nature of targeting makes it important to weigh the cost of improving advertising effectiveness and reducing consumer privacy. The balance difficult to coordinate has a huge impact on the revenue and growth of online platforms.
Aiming at this prominent problem, this paper constructs a tripartite game model of online platform, consumers and advertisers in two common market structures (monopoly market and competitive market), and systematically studies the optimal investment, advertising pricing and subscription price of online platform. With a benefit utility profile of online platforms, consumers and advertisers, a mathematical calculation model is built, in the analysis and expansion model of the game stage in the two market structures, the income process of online platforms is simulated, and then by the balance analysis and sensitivity analysis of the benefits of all sides of the market structure, the impact of each factor on the platform income level is investigated. Thus, the decision reference is given under the maximization of online platform income.
The results show that there is a linear positive correlation between the online platform subscription price and platform targeting ability, and the advertising interference cost in monopoly market. Meanwhile, there is a linear positive correlation between the advertising price and targeting ability, while there is a linear negative correlation between the advertising price and advertising interference cost. The higher the advertising interference cost, the less willing consumers are to subscribe for free, and they prefer to pay subscription to avoid advertising interference. Therefore, monopolistic online platforms can charge higher prices. And as more consumers opt for paid subscriptions, they become less attractive to advertisers and advertisement prices fall. The best option for a monopoly online platform is to attract half of the advertising market, and the ratio of paying subscribers to interference cost and targeting power is linearly positive. Advertising interference costs increase platform revenue, which is why monopolistic platforms often run advertisements regardless of consumers’ feelings. In the dual-attribution symmetric competition market for advertisers, the revenue of online platforms will increase with an increase in subscription consumers and differentiation level; on the contrary, the revenue of platforms will decrease with an increase in consumer privacy concerns and targeted technology cost parameters. The decreasing advertising market makes the market competition fiercer, so the revenue of online platforms will decrease. In the asymmetric competitive market, homogenization brings more fierce market competition, and online platforms have lower returns. Platforms with low directional ability will choose to give up directional technology investment. This study proves that the advertising platform in the competitive market under the current operating model mainly derives its income from paid subscribers. If it fails to attract enough paid subscribers, it will fall into losses, which can also be proved by actual market cases.
This study can provide reference and support for the systematic decision-making of online platforms, but the influence of consumers’ behavior on multiple online platforms at the same time needs further research.

Key words: game analysis, online platform, consumer privacy, directional ability

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