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Optimizing for green skies: How do herd effects and customer heterogeneity impact airline optimal pricing and reputation investment?

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  • Cai, Jinshu
  • Ding, Yanyan
  • Jian, Sisi

Abstract

As public scrutiny of aviation emissions intensifies, airlines face the challenge of balancing corporate social responsibility (CSR) with profitability. This study examines how CSR reputation, particularly concerning adopting sustainable aviation fuel (SAF), influences airlines’ investment and pricing strategies. We develop a two-stage sequential decision model to analyze the interplay between CSR reputation, pricing strategies, herd effects, and customer heterogeneity. This model considers both congestion effects and the impact of CSR reputation on herd behavior among customers. We examine two pricing strategies: uniform pricing with standard green service and differentiated pricing with tailored services. Using backward induction, we determine the optimal reputation investment and pricing strategy under various market conditions. Further, we introduce an integrated efficiency indicator that captures the combined influence of sensitivity to herd effects, investment costs, customer heterogeneity, and congestion to guide airlines in selecting the optimal pricing strategy. This indicator gives airlines a practical tool for navigating the complex trade-offs between CSR investment, pricing, and market dynamics. Results indicate that while herd behavior incentivizes reputation investment, a critical threshold exists for the relative efficacy of uniform versus differentiated pricing. The inherent cost of implementing differentiated pricing necessitates a more substantial efficiency gain to surpass uniform pricing.

Suggested Citation

  • Cai, Jinshu & Ding, Yanyan & Jian, Sisi, 2026. "Optimizing for green skies: How do herd effects and customer heterogeneity impact airline optimal pricing and reputation investment?," Transportation Research Part B: Methodological, Elsevier, vol. 205(C).
  • Handle: RePEc:eee:transb:v:205:y:2026:i:c:s0191261526000135
    DOI: 10.1016/j.trb.2026.103401
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    1. Wang, Yixiao & Wang, Kun & Pels, Eric & Wu, Jianhong, 2025. "Railway deregulation in the west and east: The impacts of organizational structure patterns on air-HSRs competition," Transportation Research Part B: Methodological, Elsevier, vol. 200(C).
    2. Zhang, Cheng & Xiao, Guangnian & Xu, Lang, 2024. "Manufacturers' emission-reduction investments in competing supply chains with Prisoner’s Dilemma: The economic and environmental impacts of Retailer(s) capital Constraint(s)," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 187(C).
    3. Dixit, Aasheesh & Kumar, Patanjal & Jakhar, Suresh Kumar, 2022. "Effectiveness of carbon tax and congestion cost in improving the airline industry greening level and welfare: A case of two competing airlines," Journal of Air Transport Management, Elsevier, vol. 100(C).
    4. Wang, Jianda & Wu, Xiangru & Yang, Senmiao & Wang, Kun & Fu, Xiaowen, 2025. "Navigating green routes: How does air connectivity influence environmental information disclosure quality?," Transport Policy, Elsevier, vol. 173(C).
    5. Gössling, Stefan & Humpe, Andreas, 2023. "Net-zero aviation: Time for a new business model?," Journal of Air Transport Management, Elsevier, vol. 107(C).
    6. Li Chen & Yiangos Papanastasiou, 2021. "Seeding the Herd: Pricing and Welfare Effects of Social Learning Manipulation," Management Science, INFORMS, vol. 67(11), pages 6734-6750, November.
    7. Huang, Wentao & Ding, Yanyan & Jian, Sisi, 2024. "Strategic coopetition among transportation service providers considering supply–demand congestion effects and asymmetric bargaining power," Transportation Research Part B: Methodological, Elsevier, vol. 188(C).
    8. Xie, Jinxing & Wei, Jerry C., 2009. "Coordinating advertising and pricing in a manufacturer-retailer channel," European Journal of Operational Research, Elsevier, vol. 197(2), pages 785-791, September.
    9. Yufei Huang & Bilal Gokpinar & Christopher S. Tang & Onesun Steve Yoo, 2018. "Selling Innovative Products in the Presence of Externalities," Production and Operations Management, Production and Operations Management Society, vol. 27(7), pages 1236-1250, July.
    10. Zou, Wenqian & Zhang, Zhanshuo & Gao, Shengguo & Wang, Lei & Jiang, Yonglei, 2025. "Drivers of short-term essential air service operations: Load factor, pricing, and subsidy policies in China's domestic air market," Transport Policy, Elsevier, vol. 161(C), pages 44-58.
    11. Zheng, Shiyuan & Wang, Chunan & Jiang, Changmin, 2024. "Carrot or stick? Environmental and welfare implications of sustainable aviation fuel policies," Transportation Research Part B: Methodological, Elsevier, vol. 188(C).
    12. Czerny, Achim I., 2010. "Airport congestion management under uncertainty," Transportation Research Part B: Methodological, Elsevier, vol. 44(3), pages 371-380, March.
    13. He, Shawei & Dong, Kangyin & Hou, Meng & Song, Huan & Zhu, Ting & Li, Ang & Jiang, Changmin, 2025. "Fueling the future: A comparative analysis of sustainable aviation fuel pathways," Transport Policy, Elsevier, vol. 174(C).
    14. Chen, Ruotian & Yang, Hangjun & Wang, Kun & Jiang, Changmin, 2024. "Impacts of a sustainable aviation fuel mandate on airline competition — Full-service carrier vs. low-cost carrier," Transportation Research Part B: Methodological, Elsevier, vol. 190(C).
    15. André, Francisco J. & Sokri, Abderrahmane & Zaccour, Georges, 2011. "Public Disclosure Programs vs. traditional approaches for environmental regulation: Green goodwill and the policies of the firm," European Journal of Operational Research, Elsevier, vol. 212(1), pages 199-212, July.
    16. Ding, Yanyan & Jian, Sisi, 2022. "Strategic collaboration between land owners and charging station operators: Lease or outsource?," Transportation Research Part B: Methodological, Elsevier, vol. 166(C), pages 183-211.
    17. Jian, Sisi & Liu, Wei & Wang, Xiaolei & Yang, Hai & Waller, S. Travis, 2020. "On integrating carsharing and parking sharing services," Transportation Research Part B: Methodological, Elsevier, vol. 142(C), pages 19-44.
    18. Yang, Hai & Liu, Wei & Wang, Xiaolei & Zhang, Xiaoning, 2013. "On the morning commute problem with bottleneck congestion and parking space constraints," Transportation Research Part B: Methodological, Elsevier, vol. 58(C), pages 106-118.
    19. Zheng, Shiyuan & Jiang, Changmin & Li, Ang, 2025. "Aviation e-fuel mandates: balancing average and minimum requirements for emission reduction," Transportation Research Part A: Policy and Practice, Elsevier, vol. 202(C).
    20. Katz, Michael L & Shapiro, Carl, 1985. "Network Externalities, Competition, and Compatibility," American Economic Review, American Economic Association, vol. 75(3), pages 424-440, June.
    21. Sushil Bikhchandani & David Hirshleifer & Ivo Welch, 1998. "Learning from the Behavior of Others: Conformity, Fads, and Informational Cascades," Journal of Economic Perspectives, American Economic Association, vol. 12(3), pages 151-170, Summer.
    22. Dong, Zhongpeng & Fan, Zhi-Ping & Wang, Ningning, 2023. "An analysis of pricing strategy for bike-sharing services: The role of the inconvenience cost," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 175(C).
    23. Inci, Eren & Lindsey, Robin, 2015. "Garage and curbside parking competition with search congestion," Regional Science and Urban Economics, Elsevier, vol. 54(C), pages 49-59.
    24. Ke, Jintao & Li, Xinwei & Yang, Hai & Yin, Yafeng, 2021. "Pareto-efficient solutions and regulations of congested ride-sourcing markets with heterogeneous demand and supply," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 154(C).
    25. Yaeri Kim & Seojin Stacey Lee & Taewoo Roh, 2020. "Taking Another Look at Airline CSR: How Required CSR and Desired CSR Affect Customer Loyalty in the Airline Industry," Sustainability, MDPI, vol. 12(10), pages 1-19, May.
    26. Zhang, Qiao & Zaccour, Georges & Zhang, Jianxiong & Tang, Wansheng, 2020. "Strategic pricing under quality signaling and imitation behaviors in supply chains," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 142(C).
    27. Cai, Jinshu & Ding, Yanyan & Jian, Sisi, 2025. "Regulation of price discrimination in the transportation market under duopoly competition," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 199(C).
    28. Lynnette Dray & Andreas W. Schäfer & Carla Grobler & Christoph Falter & Florian Allroggen & Marc E. J. Stettler & Steven R. H. Barrett, 2022. "Cost and emissions pathways towards net-zero climate impacts in aviation," Nature Climate Change, Nature, vol. 12(10), pages 956-962, October.
    29. Zheng, Shiyuan & Jiang, Changmin, 2025. "Government persuasion strategies for transport infrastructure adaptation: Spillover effects and social welfare impacts," Transportation Research Part B: Methodological, Elsevier, vol. 196(C).
    30. Ding, Yanyan & Jian, Sisi & Yu, Lin, 2025. "How to reduce carbon emissions in the urban transportation systems through carbon markets? Balancing the monetary and environmental benefits," Applied Energy, Elsevier, vol. 377(PB).
    31. Parilina, Elena & Yao, Fanjun & Zaccour, Georges, 2024. "Pricing and investment in manufacturing and logistics when environmental reputation matters," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 184(C).
    32. Ding, Yanyan & Ding, Xiaoshu & Liu, Jianing & Jian, Sisi, 2025. "The equity-efficiency trade-off in transportation: Analyzing the optimal joint pricing and resource allocation strategies under equity constraints," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 201(C).
    33. Liu, Jing & Li, Lingyue & He, Lingling & Ma, Xiaozhi & Yuan, Hongping, 2024. "Consumers or infrastructure firms? Who should the government subsidize to promote electric vehicle adoption when considering the indirect network and herd effects," Transport Policy, Elsevier, vol. 149(C), pages 163-176.
    34. Jiang, Changmin & Liu, Yan, 2025. "The role of sustainable aviation fuel in CORSIA: An economic analysis," Energy Economics, Elsevier, vol. 143(C).
    35. Zhong, Yuanguang & Lan, Yibo & Chen, Zhi & Yang, Jiazi, 2023. "On-demand ride-hailing platforms with heterogeneous quality-sensitive customers: Dedicated system or pooling system?," Transportation Research Part B: Methodological, Elsevier, vol. 173(C), pages 247-266.
    36. Braun, Matthias & Grimme, Wolfgang & Oesingmann, Katrin, 2024. "Pathway to net zero: Reviewing sustainable aviation fuels, environmental impacts and pricing," Journal of Air Transport Management, Elsevier, vol. 117(C).
    37. Yang, Hai & Tang, Yili, 2018. "Managing rail transit peak-hour congestion with a fare-reward scheme," Transportation Research Part B: Methodological, Elsevier, vol. 110(C), pages 122-136.
    38. Yi, Yuyin & Yang, Haishen, 2017. "Wholesale pricing and evolutionary stable strategies of retailers under network externality," European Journal of Operational Research, Elsevier, vol. 259(1), pages 37-47.
    39. Hu, Rong & Yue, Shuai & Jiang, Changmin & Zheng, Shiyuan, 2025. "Bridging the green divide: Optimal airport subsidy mechanisms for sustainable aviation fuel adoption in airports," Transportation Research Part A: Policy and Practice, Elsevier, vol. 201(C).
    40. Abhijit V. Banerjee, 1992. "A Simple Model of Herd Behavior," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(3), pages 797-817.
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