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Sustainability and financial performance: How efficiency mediates the ESG-financial performance relationship in the Airline industry

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  • Chomachaei, Fahimeh
  • Kaffash, Sepideh
  • Ertugrul, Mine

Abstract

The growing emphasis on environmental, social, and governance (ESG) performance has raised critical questions about its integration into business strategy and its implications for firm performance. Despite the increasing prevalence of ESG metrics in corporate reporting, empirical evidence linking ESG adoption to strategic value remains limited. This study investigates whether and how ESG performance enhances business operational and financial performance in the U.S. airline industry. Leveraging panel data from major U.S. airlines between 2006 and 2022, we employ Data Envelopment Analysis (DEA) and fixed-effects panel regression to assess the relationship between ESG performance, operational efficiency, and financial performance. Our findings reveal that improvements in ESG performance lead to higher efficiency and better financial results, with efficiency playing a mediating role. Additionally, among the ESG dimensions, enhancements in environmental and governance practices exert a stronger influence on efficiency than social initiatives. This research highlights the strategic importance of ESG integration, offering actionable insights for managers and policymakers aiming to foster long-term value through sustainable business practices. By bridging the gap between ESG performance and business outcome, this study contributes to a deeper understanding of how sustainability can be leveraged as a source of competitive advantage.

Suggested Citation

  • Chomachaei, Fahimeh & Kaffash, Sepideh & Ertugrul, Mine, 2026. "Sustainability and financial performance: How efficiency mediates the ESG-financial performance relationship in the Airline industry," Journal of Air Transport Management, Elsevier, vol. 133(C).
    • Handle: RePEc:eee:jaitra:v:133:y:2026:i:c:s0969699726000128
    DOI: 10.1016/j.jairtraman.2026.102976
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    1. Thomas Broberg & Per-Olov Marklund & Eva Samakovlis & Henrik Hammar, 2013. "Testing the Porter hypothesis: the effects of environmental investments on efficiency in Swedish industry," Journal of Productivity Analysis, Springer, vol. 40(1), pages 43-56, August.
    2. Cavaignac, Laurent & Petiot, Romain, 2017. "A quarter century of Data Envelopment Analysis applied to the transport sector: A bibliometric analysis," Socio-Economic Planning Sciences, Elsevier, vol. 57(C), pages 84-96.
    3. Bruna, Maria Giuseppina & Loprevite, Salvatore & Raucci, Domenico & Ricca, Bruno & Rupo, Daniela, 2022. "Investigating the marginal impact of ESG results on corporate financial performance," Finance Research Letters, Elsevier, vol. 47(PA).
    4. Khezrimotlagh, Dariush & Kaffash, Sepideh & Zhu, Joe, 2022. "U.S. airline mergers’ performance and productivity change," Journal of Air Transport Management, Elsevier, vol. 102(C).
    5. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    6. Paul Lanoie, 2008. "When And Why Does It Pay To Be Green?," CIRANO Papers 2008n-02a, CIRANO.
    7. Suau-Sanchez, Pere & Voltes-Dorta, Augusto & Lamolla, Laura, 2025. "Board and executive gender diversity as a driver of airline efficiency: A network-DEA analysis," Journal of Air Transport Management, Elsevier, vol. 124(C).
    8. Choi, Kanghwa, 2017. "Multi-period efficiency and productivity changes in US domestic airlines," Journal of Air Transport Management, Elsevier, vol. 59(C), pages 18-25.
    9. Christophe Revelli & Jean-Laurent Viviani, 2015. "Financial performance of socially responsible investing (SRI): what have we learned? A meta-analysis," Post-Print halshs-01141295, HAL.
    10. Sascha Rexhäuser & Christian Rammer, 2014. "Environmental Innovations and Firm Profitability: Unmasking the Porter Hypothesis," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 57(1), pages 145-167, January.
    11. Lee, Michael T. & Raschke, Robyn L. & Krishen, Anjala S., 2023. "Understanding ESG scores and firm performance: Are high-performing firms E, S, and G-balanced?," Technological Forecasting and Social Change, Elsevier, vol. 195(C).
    12. Bardos, Katsiaryna Salavei & Ertugrul, Mine & Gao, Lucia Silva, 2020. "Corporate social responsibility, product market perception, and firm value," Journal of Corporate Finance, Elsevier, vol. 62(C).
    13. Lahouel, Béchir Ben & Zaied, Younes Ben & Song, Yaoyao & Yang, Guo-liang, 2021. "Corporate social performance and financial performance relationship: A data envelopment analysis approach without explicit input," Finance Research Letters, Elsevier, vol. 39(C).
    14. T. S. Breusch & A. R. Pagan, 1980. "The Lagrange Multiplier Test and its Applications to Model Specification in Econometrics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(1), pages 239-253.
    15. Yaghoub Abdi & Xiaoni Li & Xavier Càmara-Turull, 2020. "Impact of Sustainability on Firm Value and Financial Performance in the Air Transport Industry," Sustainability, MDPI, vol. 12(23), pages 1-23, November.
    16. Andrew A. King & Michael J. Lenox, 2001. "Does It Really Pay to Be Green? An Empirical Study of Firm Environmental and Financial Performance: An Empirical Study of Firm Environmental and Financial Performance," Journal of Industrial Ecology, Yale University, vol. 5(1), pages 105-116, January.
    17. Mohammed Benlemlih & Mohammad Bitar, 2018. "Corporate Social Responsibility and Investment Efficiency," Post-Print halshs-01321227, HAL.
    18. Ferah Yildiz & Faruk Dayi & Mustafa Yucel & Ali Cilesiz, 2024. "The Impact of ESG Criteria on Firm Value: A Strategic Analysis of the Airline Industry," Sustainability, MDPI, vol. 16(19), pages 1-23, September.
    19. Sebastian Kohl & Jan Schoenfelder & Andreas Fügener & Jens O. Brunner, 2019. "The use of Data Envelopment Analysis (DEA) in healthcare with a focus on hospitals," Health Care Management Science, Springer, vol. 22(2), pages 245-286, June.
    20. Jian Zhou & Xiaodong Lei & Jianglong Yu, 2024. "ESG rating divergence and corporate green innovation," Business Strategy and the Environment, Wiley Blackwell, vol. 33(4), pages 2911-2930, May.
    21. John C. Driscoll & Aart C. Kraay, 1998. "Consistent Covariance Matrix Estimation With Spatially Dependent Panel Data," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 549-560, November.
    22. Bilyay-Erdogan, Seda & Danisman, Gamze Ozturk & Demir, Ender, 2024. "ESG performance and investment efficiency: The impact of information asymmetry," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 91(C).
    23. Chiang Kao, 2014. "Efficiency Decomposition in Network Data Envelopment Analysis," International Series in Operations Research & Management Science, in: Wade D. Cook & Joe Zhu (ed.), Data Envelopment Analysis, edition 127, chapter 0, pages 55-77, Springer.
    24. Tanrıverdi, Gökhan & Merkert, Rico & Karamaşa, Çağlar & Asker, Veysi, 2023. "Using multi-criteria performance measurement models to evaluate the financial, operational and environmental sustainability of airlines," Journal of Air Transport Management, Elsevier, vol. 112(C).
    25. Tang, Hua & Xiong, Langyu & Peng, Ru, 2024. "The mediating role of investor confidence on ESG performance and firm value: Evidence from Chinese listed firms," Finance Research Letters, Elsevier, vol. 61(C).
    26. Govindan, Kannan & Rajeev, A. & Padhi, Sidhartha S. & Pati, Rupesh K., 2020. "Supply chain sustainability and performance of firms: A meta-analysis of the literature," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 137(C).
    27. J. Alberto Aragón‐Correa & Natalia Ortiz‐de‐Mandojana & Mike Barnett, 2025. "Heads Must Roll: How External and Internal Factors Combine to Improve Corporate Environmental Performance," Business Strategy and the Environment, Wiley Blackwell, vol. 34(4), pages 4912-4927, May.
    28. Michael C. Jensen, 2010. "Value Maximization, Stakeholder Theory, and the Corporate Objective Function," Journal of Applied Corporate Finance, Morgan Stanley, vol. 22(1), pages 32-42, January.
    29. Hatami-Marbini, Adel & Emrouznejad, Ali & Tavana, Madjid, 2011. "A taxonomy and review of the fuzzy data envelopment analysis literature: Two decades in the making," European Journal of Operational Research, Elsevier, vol. 214(3), pages 457-472, November.
    30. Jun Xie & Wataru Nozawa & Michiyuki Yagi & Hidemichi Fujii & Shunsuke Managi, 2019. "Do environmental, social, and governance activities improve corporate financial performance?," Business Strategy and the Environment, Wiley Blackwell, vol. 28(2), pages 286-300, February.
    31. Qian Long Kweh & Irene Wei Kiong Ting & Chunya Ren & Wen-Min Lu, 2024. "Environmental, social, and governance and corporate efficiency: mediating role of R&D in achieving sustainable development goals," Applied Economics, Taylor & Francis Journals, vol. 56(51), pages 6347-6359, November.
    32. Giovanni, Cardillo & Murad, Harasheh, 2023. "Stay close to me: What do ESG scores tell about the deal timing in M&A transactions?," Finance Research Letters, Elsevier, vol. 51(C).
    33. Tiasha Islam & Murugesh Arunachalum & Nirosha Wellalage & Samuel Benjamin, 2025. "Corporate Environmental Performance Leading Financial Performance: Impacts of Social Media Sentiment and Corporate Reputation," Business Strategy and the Environment, Wiley Blackwell, vol. 34(4), pages 4274-4290, May.
    34. Xiaosan Zhang & Qingquan Jiang & Javier Cifuentes‐Faura & Xiaojie Hu & Yuyan Li, 2025. "Do tax incentives matter in promoting corporate ESG performance toward sustainable development?," Business Strategy and the Environment, Wiley Blackwell, vol. 34(1), pages 57-69, January.
    35. K. T. Shibin & Rameshwar Dubey & Angappa Gunasekaran & Benjamin Hazen & David Roubaud & Shivam Gupta & Cyril Foropon, 2020. "Examining sustainable supply chain management of SMEs using resource based view and institutional theory," Annals of Operations Research, Springer, vol. 290(1), pages 301-326, July.
    36. Zhijun Yan & Lini Kuang & Liangfei Qiu, 2022. "Prosocial behaviors and economic performance: Evidence from an online mental healthcare platform," Production and Operations Management, Production and Operations Management Society, vol. 31(10), pages 3859-3876, October.
    37. Sofik Handoyo & Syaiful Anas, 2024. "The effect of environmental, social, and governance (ESG) on firm performance: the moderating role of country regulatory quality and government effectiveness in ASEAN," Cogent Business & Management, Taylor & Francis Journals, vol. 11(1), pages 2371071-237, December.
    38. Lee, Ki-Hoon & Min, Byung & Yook, Keun-Hyo, 2015. "The impacts of carbon (CO2) emissions and environmental research and development (R&D) investment on firm performance," International Journal of Production Economics, Elsevier, vol. 167(C), pages 1-11.
    39. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    40. Mahmoud Hassan & Damien Rousselière, 2022. "Does increasing environmental policy stringency lead to accelerated environmental innovation? A research note," Applied Economics, Taylor & Francis Journals, vol. 54(17), pages 1989-1998, April.
    41. Iwata, Hiroki & Okada, Keisuke, 2011. "How does environmental performance affect financial performance? Evidence from Japanese manufacturing firms," Ecological Economics, Elsevier, vol. 70(9), pages 1691-1700, July.
    42. Faizul Haque & Collins G Ntim, 2018. "Environmental Policy, Sustainable Development, Governance Mechanisms and Environmental Performance," Business Strategy and the Environment, Wiley Blackwell, vol. 27(3), pages 415-435, March.
    43. Krishna Raj Bhandari & Mikko Ranta & Jari Salo, 2022. "The resource‐based view, stakeholder capitalism, ESG, and sustainable competitive advantage: The firm's embeddedness into ecology, society, and governance," Business Strategy and the Environment, Wiley Blackwell, vol. 31(4), pages 1525-1537, May.
    44. 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).
    45. Lee, Boon L. & Worthington, Andrew C., 2014. "Technical efficiency of mainstream airlines and low-cost carriers: New evidence using bootstrap data envelopment analysis truncated regression," Journal of Air Transport Management, Elsevier, vol. 38(C), pages 15-20.
    46. Alan Francisco Caraveo Gomez Llanos & Annas Vijaya & Hendro Wicaksono, 2024. "Rating ESG key performance indicators in the airline industry," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(11), pages 27629-27653, November.
    47. Agnese, Paolo & Cerciello, Massimiliano & Oriani, Raffaele & Taddeo, Simone, 2024. "ESG controversies and profitability in the European banking sector," Finance Research Letters, Elsevier, vol. 61(C).
    48. Wei, Lei & Li, Mou, 2024. "Digital transformation, financing constraints and firm growth performance–From the perspective of financing channels," Finance Research Letters, Elsevier, vol. 63(C).
    49. Daniel Hoechle, 2007. "Robust standard errors for panel regressions with cross-sectional dependence," Stata Journal, StataCorp LLC, vol. 7(3), pages 281-312, September.
    50. Dong, Ciwei & Liu, Qingyu & Shen, Bin, 2019. "To be or not to be green? Strategic investment for green product development in a supply chain," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 131(C), pages 193-227.
    51. Markus Hang & Jerome Geyer‐Klingeberg & Andreas W. Rathgeber, 2019. "It is merely a matter of time: A meta‐analysis of the causality between environmental performance and financial performance," Business Strategy and the Environment, Wiley Blackwell, vol. 28(2), pages 257-273, February.
    52. Cheng, Louis T.W. & Lee, Shu Kam & Li, Sung Ko & Tsang, Chun Kei, 2023. "Understanding resource deployment efficiency for ESG and financial performance: A DEA approach," Research in International Business and Finance, Elsevier, vol. 65(C).
    53. Jian Chai & Wenyue Fan & Jing Han, 2019. "Does the Energy Efficiency of Power Companies Affect Their Industry Status? A DEA Analysis of Listed Companies in Thermal Power Sector," Sustainability, MDPI, vol. 12(1), pages 1-12, December.
    54. Muhammad Talha Khan & Muhammad Dawood Idrees & Muhammad Rauf & Abdul Sami & Arsalan Ansari & Atif Jamil, 2022. "Green Supply Chain Management Practices’ Impact on Operational Performance with the Mediation of Technological Innovation," Sustainability, MDPI, vol. 14(6), pages 1-22, March.
    55. Jill Johnes & Maria Portela & Emmanuel Thanassoulis, 2017. "Efficiency in education," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 68(4), pages 331-338, April.
    56. Deng, Xiang & Li, Weihao & Ren, Xiaohang, 2023. "More sustainable, more productive: Evidence from ESG ratings and total factor productivity among listed Chinese firms," Finance Research Letters, Elsevier, vol. 51(C).
    57. Jongsik Yu & Linda Heejung Lho & Heesup Han, 2022. "Corporate social responsibility (environment, product, diversity, employee, and community) and the hotel employees' job performance: Exploring the role of the employment types," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 29(5), pages 1825-1838, September.
    58. Dongwei Su & Shulin Xu & Zefeng Tong, 2023. "Credit availability and corporate risk-taking: evidence from China’s green credit policy," Post-Communist Economies, Taylor & Francis Journals, vol. 35(3), pages 236-270, April.
    59. Shahbaz, Muhammad & Karaman, Abdullah S. & Kilic, Merve & Uyar, Ali, 2020. "Board attributes, CSR engagement, and corporate performance: What is the nexus in the energy sector?," Energy Policy, Elsevier, vol. 143(C).
    60. Ferrell, Allen & Liang, Hao & Renneboog, Luc, 2016. "Socially responsible firms," Journal of Financial Economics, Elsevier, vol. 122(3), pages 585-606.
    61. Kao, Chiang, 2014. "Network data envelopment analysis: A review," European Journal of Operational Research, Elsevier, vol. 239(1), pages 1-16.
    62. Runar Brännlund & Tommy Lundgren, 2010. "Environmental policy and profitability: evidence from Swedish industry," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 12(1), pages 59-78, June.
    63. Joshi, Jignesh M. & Dalei, Narendra N. & Mehta, Pratik, 2021. "Estimation of gross refining margin of Indian petroleum refineries using Driscoll-Kraay standard error estimator," Energy Policy, Elsevier, vol. 150(C).
    64. Mani, Venkatesh & Gunasekaran, Angappa & Delgado, Catarina, 2018. "Enhancing supply chain performance through supplier social sustainability: An emerging economy perspective," International Journal of Production Economics, Elsevier, vol. 195(C), pages 259-272.
    65. Yue, Shuai & Liao, Weijun & Ji, Qing & Wang, Chunan, 2025. "The effect of financial performance on aviation carbon emissions," Journal of Air Transport Management, Elsevier, vol. 126(C).
    66. Xinshu Zhao & John G. Lynch & Qimei Chen, 2010. "Reconsidering Baron and Kenny: Myths and Truths about Mediation Analysis," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 37(2), pages 197-206, August.
    67. Lee, Michael T. & Raschke, Robyn L., 2023. "Stakeholder legitimacy in firm greening and financial performance: What about greenwashing temptations?☆," Journal of Business Research, Elsevier, vol. 155(PB).
    68. Wang, Wei-Kang & Lu, Wen-Min & Tsai, Chia-Jen, 2011. "The relationship between airline performance and corporate governance amongst US Listed companies," Journal of Air Transport Management, Elsevier, vol. 17(2), pages 148-152.
    69. R. D. Banker & A. Charnes & W. W. Cooper, 1984. "Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis," Management Science, INFORMS, vol. 30(9), pages 1078-1092, September.
    70. Nisar Ahmad & Asma Mobarek & Naheed Nawazesh Roni, 2021. "Revisiting the impact of ESG on financial performance of FTSE350 UK firms: Static and dynamic panel data analysis," Cogent Business & Management, Taylor & Francis Journals, vol. 8(1), pages 1900500-190, January.
    71. Chen, Chun-Da & Su, Ching-Hui (Joan) & Chen, Ming-Hsiang, 2022. "Understanding how ESG-focused airlines reduce the impact of the COVID-19 pandemic on stock returns," Journal of Air Transport Management, Elsevier, vol. 102(C).
    72. Sakkakom Maneenop & Chaiyuth Padungsaksawasdi & Sirimon Treepongkaruna, 2024. "Co‐opted board, environment, social and governance," Business Strategy and the Environment, Wiley Blackwell, vol. 33(2), pages 1161-1172, February.
    73. Guangyou Zhou & Lian Liu & Sumei Luo, 2022. "Sustainable development, ESG performance and company market value: Mediating effect of financial performance," Business Strategy and the Environment, Wiley Blackwell, vol. 31(7), pages 3371-3387, November.
    74. Sonia Valeria Avilés-Sacoto & Wade D. Cook & David Güemes-Castorena & Joe Zhu, 2020. "Measuring efficiency in DEA in the presence of common inputs," Journal of the Operational Research Society, Taylor & Francis Journals, vol. 71(11), pages 1710-1722, November.
    75. Lee, Chien-Chiang & Zhong, Qiming & Wen, Huwei & Song, Qinghua, 2023. "Blessing or curse: How does sustainable development policy affect total factor productivity of energy-intensive enterprises?," Socio-Economic Planning Sciences, Elsevier, vol. 89(C).
    76. Demeter, Krisztina, 2014. "Operating internationally—The impact on operational performance improvement," International Journal of Production Economics, Elsevier, vol. 149(C), pages 172-182.
    77. Xiaonan Dong & Sungjin Son & Taewoo Roh, 2025. "Strategic Linkages to ESG Performance: The Role of Performance Measurement System and Psychological Empowerment," Business Strategy and the Environment, Wiley Blackwell, vol. 34(4), pages 4372-4391, May.
    78. Mallikarjun, Sreekanth, 2015. "Efficiency of US airlines: A strategic operating model," Journal of Air Transport Management, Elsevier, vol. 43(C), pages 46-56.
    79. Yu, Haiyan & Su, Tao, 2024. "ESG performance and corporate solvency," Finance Research Letters, Elsevier, vol. 59(C).
    80. Kaffash, Sepideh & Azizi, Roza & Huang, Ying & Zhu, Joe, 2020. "A survey of data envelopment analysis applications in the insurance industry 1993–2018," European Journal of Operational Research, Elsevier, vol. 284(3), pages 801-813.
    81. Lu, Wen-Min & Wang, Wei-Kang & Hung, Shiu-Wan & Lu, En-Tzu, 2012. "The effects of corporate governance on airline performance: Production and marketing efficiency perspectives," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 48(2), pages 529-544.
    82. Mohammed Benlemlih & Mohammad Bitar, 2018. "Corporate Social Responsibility and Investment Efficiency," Journal of Business Ethics, Springer, vol. 148(3), pages 647-671, March.
    83. Xue, Qinyuan & Jin, Yifei & Zhang, Cheng, 2024. "ESG rating results and corporate total factor productivity," International Review of Financial Analysis, Elsevier, vol. 95(PA).
    84. Thi Ngan Pham & Phung Phi Tran & Minh-Hieu Le & Hoang Nhi Vo & Cong Dat Pham & Hai-Dang Nguyen, 2022. "The Effects of ESG Combined Score on Business Performance of Enterprises in the Transportation Industry," Sustainability, MDPI, vol. 14(14), pages 1-17, July.
    85. Girard, Alexandre & Gnabo, Jean-Yves & Londoño van Rutten, Rodrigo, 2023. "Corporate lobbying and firm performance variability," Finance Research Letters, Elsevier, vol. 58(PC).
    86. Robert D. Klassen & Curtis P. McLaughlin, 1996. "The Impact of Environmental Management on Firm Performance," Management Science, INFORMS, vol. 42(8), pages 1199-1214, August.
    87. Sabri Boubaker & Tu D. Q. Le & Riadh Manita & Thanh Ngo, 2025. "The trade-off frontier for ESG and Sharpe ratio: a bootstrapped double-frontier data envelopment analysis," Annals of Operations Research, Springer, vol. 347(1), pages 717-741, April.
    88. Pedro Moskovics & Peter Wanke & Yong Tan & Ali Meftah Gerged, 2024. "Market structure, ESG performance, and corporate efficiency: Insights from Brazilian publicly traded companies," Business Strategy and the Environment, Wiley Blackwell, vol. 33(2), pages 241-262, February.
    89. He, Xinxin & Ma, Jun & Song, Jiayi & Guo, Jingyi, 2024. "Relationship between corporate social responsibility and violations," Finance Research Letters, Elsevier, vol. 65(C).
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