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Behavior-Based Pricing strategy of quality-differentiated products with imperfect customer recognition capability

Author

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  • Jiang, Tao
  • Shen, Kaigeng
  • Guo, Youwei
  • Guan, Lei

Abstract

The development of data technology has enabled firms to identify and analyze consumers’ purchase history and classify them into new and old customers for price discrimination. However, this type of price discrimination tends to cause customer dissatisfaction and lead to resistance against firms’ data-driven pricing practices. Consequently, it challenges firms’ customer recognition capability. This paper develops a two-period pricing model in which two firms, differing in product quality, investigate the impact of behavior-based pricing (BBP) on firms with varying quality levels when they possess imperfect customer recognition capability. We find, first, that imperfect customer recognition capability causes different effects on price in each period for firms of different quality, depending on the level of product quality differentiation. Second, quality advantages do not always lead to more markets for high-quality firms; low-quality firms are also in a position to gain more markets. Third, due to firms’ customer recognition capability and quality differentiation, when both firms adopt BBP, they will both achieve higher profits and reach a ”win–win” situation. Conversely, if only one firm adopts BBP, it will result in reduced profitability for both firms, leading to a ”lose–lose” scenario. Finally, we have examined consumer surplus and social welfare, and the findings provide a theoretical foundation and policy recommendations for governments to develop regulatory measures against price discrimination in the digital economy era.

Suggested Citation

  • Jiang, Tao & Shen, Kaigeng & Guo, Youwei & Guan, Lei, 2026. "Behavior-Based Pricing strategy of quality-differentiated products with imperfect customer recognition capability," Omega, Elsevier, vol. 141(C).
  • Handle: RePEc:eee:jomega:v:141:y:2026:i:c:s0305048325002142
    DOI: 10.1016/j.omega.2025.103488
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    References listed on IDEAS

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    1. Amit Pazgal & David Soberman, 2008. "Behavior-Based Discrimination: Is It a Winning Play, and If So, When?," Marketing Science, INFORMS, vol. 27(6), pages 977-994, 11-12.
    2. Tao Li & Furong Li & Wenbo Teng & Gangshu Cai & Xiaomin Zhu, 2025. "Pricing experience goods: distinguishing product quality through behavior-based pricing," Journal of the Operational Research Society, Taylor & Francis Journals, vol. 76(11), pages 2251-2269, November.
    3. Bing Jing, 2017. "Behavior-Based Pricing, Production Efficiency, and Quality Differentiation," Management Science, INFORMS, vol. 63(7), pages 2365-2376, July.
    4. Dmitri Kuksov & Yuanfang Lin, 2010. "Information Provision in a Vertically Differentiated Competitive Marketplace," Marketing Science, INFORMS, vol. 29(1), pages 122-138, 01-02.
    5. Morikawa, Masayuki, 2021. "Price competition vs. quality competition: Evidence from firm surveys," Journal of Economics and Business, Elsevier, vol. 116(C).
    6. Jaskold Gabszewicz, J. & Thisse, J. -F., 1979. "Price competition, quality and income disparities," Journal of Economic Theory, Elsevier, vol. 20(3), pages 340-359, June.
    7. Wang, Nengmin & He, Qidong & Jiang, Bin, 2019. "Hybrid closed-loop supply chains with competition in recycling and product markets," International Journal of Production Economics, Elsevier, vol. 217(C), pages 246-258.
    8. Frederik Zuiderveen Borgesius & Joost Poort, 2017. "Erratum to: Online Price Discrimination and EU Data Privacy Law," Journal of Consumer Policy, Springer, vol. 40(4), pages 521-521, December.
    9. Xi Li & Krista J. Li, 2023. "Beating the Algorithm: Consumer Manipulation, Personalized Pricing, and Big Data Management," Manufacturing & Service Operations Management, INFORMS, vol. 25(1), pages 36-49, January.
    10. Huang, He & Wu, Dandan & Xu, Hongyan, 2025. "Signaling or not? The pricing strategy under fairness concerns and cost information asymmetry," European Journal of Operational Research, Elsevier, vol. 321(3), pages 789-799.
    11. Benjamin Reed Shiller, 2020. "Approximating Purchase Propensities And Reservation Prices From Broad Consumer Tracking," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 61(2), pages 847-870, May.
    12. Wang, Xu & Du, Siyu, 2025. "Strategic pricing and quality discrimination in presence of different customer incentive programs," Omega, Elsevier, vol. 137(C).
    13. Irina Baye & Philip Hanspach & Tim Reiz & Geza Sapi, 2024. "Customer Recognition and Mobile Geo-Targeting," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 64(4), pages 615-644, June.
    14. Yongmin Chen, 2008. "Dynamic Price Discrimination With Asymmetric Firms," Journal of Industrial Economics, Wiley Blackwell, vol. 56(4), pages 729-751, December.
    15. Junwu Chai & Wei Yan & Youwei Li & Mark Palmer & Qilin Huang, 2020. "Selling vertically differentiated products under one channel or two? A quality segmentation model for differentiated distribution channels," Journal of the Operational Research Society, Taylor & Francis Journals, vol. 71(8), pages 1180-1198, August.
    16. Drew Fudenberg & Jean Tirole, 2000. "Customer Poaching and Brand Switching," RAND Journal of Economics, The RAND Corporation, vol. 31(4), pages 634-657, Winter.
    17. Shrivastav, Sumit, 2023. "Information, mis-information, and history-based price discrimination in a duopoly," Information Economics and Policy, Elsevier, vol. 65(C).
    18. Rosa-Branca Esteves, 2014. "Price Discrimination with Private and Imperfect Information," Scandinavian Journal of Economics, Wiley Blackwell, vol. 116(3), pages 766-796, July.
    19. Baojun Jiang & K. Sudhir & Tianxin Zou, 2021. "Effects of Cost‐Information Transparency on Intertemporal Price Discrimination," Production and Operations Management, Production and Operations Management Society, vol. 30(2), pages 390-401, February.
    20. Frederik Zuiderveen Borgesius & Joost Poort, 2017. "Online Price Discrimination and EU Data Privacy Law," Journal of Consumer Policy, Springer, vol. 40(3), pages 347-366, September.
    21. Peng Ma & Yujia Lu & Haiyan Wang & Danping Wen, 2023. "Retailers' information disclosure strategies with behavior‐based pricing in competitive supply chains," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 44(5), pages 2973-2997, July.
    22. Xin Geng & Xiaomeng Guo & Guang Xiao, 2022. "Impact of Social Interactions on Duopoly Competition with Quality Considerations," Management Science, INFORMS, vol. 68(2), pages 941-959, February.
    23. Ki-Eun Rhee & Raphael Thomadsen, 2017. "Behavior-Based Pricing in Vertically Differentiated Industries," Management Science, INFORMS, vol. 63(8), pages 2729-2740, August.
    24. Dye, Chung-Yuan & Hsieh, Tsu-Pang, 2024. "A sustainable dynamic optimization model of pricing and advertising in the presence of green innovation investment," European Journal of Operational Research, Elsevier, vol. 315(2), pages 654-667.
    25. Krista J. Li, 2021. "Behavior-Based Quality Discrimination," Manufacturing & Service Operations Management, INFORMS, vol. 23(2), pages 425-436, March.
    26. Wang, Yu & Li, Minqiang & Feng, Haiyang & Feng, Nan, 2023. "Which is better for competing firms with quality increasing: behavior-based price discrimination or uniform pricing?," Omega, Elsevier, vol. 118(C).
    27. Alessandro Acquisti & Hal R. Varian, 2005. "Conditioning Prices on Purchase History," Marketing Science, INFORMS, vol. 24(3), pages 367-381, May.
    28. Nabita Penmetsa & Esther Gal-Or & Jerrold May, 2015. "Dynamic Pricing of New Services in Subscription Markets," Production and Operations Management, Production and Operations Management Society, vol. 24(6), pages 896-916, June.
    29. Yunhyoung Kim & Haitao (Tony) Cui & Yi Zhu, 2025. "Behavior-Based Pricing Under Informed Privacy Consent: Unraveling Autonomy Paradox," Marketing Science, INFORMS, vol. 44(6), pages 1362-1380, November.
    30. J. Miguel Villas-Boas, 1999. "Dynamic Competition with Customer Recognition," RAND Journal of Economics, The RAND Corporation, vol. 30(4), pages 604-631, Winter.
    31. Colombo, Stefano & Graziano, Clara & Pignataro, Aldo, 2024. "Imperfect history-based price discrimination with asymmetric market shares," Information Economics and Policy, Elsevier, vol. 67(C).
    32. Chen, Jingxian & Liang, Liang & Yao, Dong-qing, 2019. "Factory encroachment and channel selection in an outsourced supply chain," International Journal of Production Economics, Elsevier, vol. 215(C), pages 73-83.
    33. Zhou, Chi & Bai, Danyang & Li, Tieshan & Yu, Jing, 2025. "Personalized recommendation, behavior-based pricing, or both? Examining privacy concerns from a cost perspective," Omega, Elsevier, vol. 133(C).
    34. Jianqiang Zhang & Krista J. Li, 2025. "Retention or Acquisition? Behavior-Based Quality Disclosure," Management Science, INFORMS, vol. 71(10), pages 8510-8525, October.
    35. Krista J. Li, 2018. "Behavior-Based Pricing in Marketing Channels," Marketing Science, INFORMS, vol. 37(2), pages 310-326, March.
    36. Michel Wedel & Rik Pieters, 2015. "The Buffer Effect: The Role of Color When Advertising Exposures Are Brief and Blurred," Marketing Science, INFORMS, vol. 34(1), pages 134-143, January.
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