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Using multi-criteria performance measurement models to evaluate the financial, operational and environmental sustainability of airlines

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  • Tanrıverdi, Gökhan
  • Merkert, Rico
  • KaramaÅŸa, ÇaÄŸlar
  • Asker, Veysi

Abstract

Airline sustainability, defined as both decarbonization and long-term financial survival, has become critical especially since the onset of the COVID-19 pandemic. Our paper investigates the multi-dimensional effects of the COVID-19 crisis on airlines’ sustainability performance using data from 56 airlines for the period before, during and early after the pandemic (2017–2021). We develop and use a novel multi-criteria MEREC–CoCoSo/Borda performance measurement model tailored to the airline industry. Our results suggest that while operational results have dominated sustainability weights throughout the period, the financial pillar has gained considerably in importance while the decarbonization criterion decreased in weight in 2020. However, from 2021, decarbonization started to become more important again in the “new normal†and sector recovery. In terms of overall and sustained sustainability, low-cost carriers and small full-service carriers with predominantly domestic networks are ranked as best performers. Renewing fleet, attaching decarbonization conditions to government aid and reviewing airport slot policies are important to prepare the aviation industry for the next pandemic or disruption.

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  • Tanrıverdi, Gökhan & Merkert, Rico & KaramaÅŸa, ÇaÄŸlar & 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).
    • Handle: RePEc:eee:jaitra:v:112:y:2023:i:c:s0969699723000996
    DOI: 10.1016/j.jairtraman.2023.102456
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    as
    1. Gudiel Pineda, Pedro Jose & Liou, James J.H. & Hsu, Chao-Che & Chuang, Yen-Ching, 2018. "An integrated MCDM model for improving airline operational and financial performance," Journal of Air Transport Management, Elsevier, vol. 68(C), pages 103-117.
    2. Barros, Carlos Pestana & Wanke, Peter, 2015. "An analysis of African airlines efficiency with two-stage TOPSIS and neural networks," Journal of Air Transport Management, Elsevier, vol. 44, pages 90-102.
    3. Amankwah-Amoah, Joseph, 2020. "Stepping Up and Stepping Out of COVID-19: New Challenges for Environmental Sustainability Policies in the Global Airline Industry," MPRA Paper 101491, University Library of Munich, Germany.
    4. Seufert, Juergen Heinz & Arjomandi, Amir & Dakpo, K. Hervé, 2017. "Evaluating airline operational performance: A Luenberger-Hicks-Moorsteen productivity indicator," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 104(C), pages 52-68.
    5. Morteza Yazdani & Pascale Zaraté & Edmundas Kazimieras Zavadskas & Zenonas Turskis, 2019. "A Combined Compromise Solution (CoCoSo) method for multi-criteria decision-making problems," Post-Print hal-02879091, HAL.
    6. Wang, Wei-Kang & Lin, Fengyi & Ting, Irene Wei Kiong & Kweh, Qian Long & Lu, Wen-Min & Chiu, Tzu-Yu, 2017. "Does asset-light strategy contribute to the dynamic efficiency of global airlines?," Journal of Air Transport Management, Elsevier, vol. 62(C), pages 99-108.
    7. Chao, Ching-Cheng & Kao, Ko-Ting, 2015. "Selection of strategic cargo alliance by airlines," Journal of Air Transport Management, Elsevier, vol. 43(C), pages 29-36.
    8. Arjomandi, Amir & Seufert, Juergen Heinz, 2014. "An evaluation of the world's major airlines' technical and environmental performance," Economic Modelling, Elsevier, vol. 41(C), pages 133-144.
    9. Liu, Xiao & Zhou, Dequn & Zhou, Peng & Wang, Qunwei, 2017. "Dynamic carbon emission performance of Chinese airlines: A global Malmquist index analysis," Journal of Air Transport Management, Elsevier, vol. 65(C), pages 99-109.
    10. Huang, Fei & Zhou, Dequn & Hu, Jin-Li & Wang, Qunwei, 2020. "Integrated airline productivity performance evaluation with CO2 emissions and flight delays," Journal of Air Transport Management, Elsevier, vol. 84(C).
    11. Kottas, Angelos T. & Madas, Michael A., 2018. "Comparative efficiency analysis of major international airlines using Data Envelopment Analysis: Exploring effects of alliance membership and other operational efficiency determinants," Journal of Air Transport Management, Elsevier, vol. 70(C), pages 1-17.
    12. Atems, Bebonchu & Yimga, Jules, 2021. "Quantifying the impact of the COVID-19 pandemic on US airline stock prices," Journal of Air Transport Management, Elsevier, vol. 97(C).
    13. Merkert, Rico & Swidan, Hassan, 2019. "Flying with(out) a safety net: Financial hedging in the airline industry," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 127(C), pages 206-219.
    14. Abate, Megersa & Christidis, Panayotis & Purwanto, Alloysius Joko, 2020. "Government support to airlines in the aftermath of the COVID-19 pandemic," Journal of Air Transport Management, Elsevier, vol. 89(C).
    15. Cui, Qiang & Li, Ye, 2017. "Airline efficiency measures using a Dynamic Epsilon-Based Measure model," Transportation Research Part A: Policy and Practice, Elsevier, vol. 100(C), pages 121-134.
    16. Maneenop, Sakkakom & Kotcharin, Suntichai, 2020. "The impacts of COVID-19 on the global airline industry: An event study approach," Journal of Air Transport Management, Elsevier, vol. 89(C).
    17. Hsu, Chao-Che & Liou, James J.H., 2013. "An outsourcing provider decision model for the airline industry," Journal of Air Transport Management, Elsevier, vol. 28(C), pages 40-46.
    18. Swidan, Hassan & Merkert, Rico, 2019. "The relative effect of operational hedging on airline operating costs," Transport Policy, Elsevier, vol. 80(C), pages 70-77.
    19. Yalcin, Ahmet Selcuk & Kilic, Huseyin Selcuk & Delen, Dursun, 2022. "The use of multi-criteria decision-making methods in business analytics: A comprehensive literature review," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    20. Merkert, Rico & Williams, George, 2013. "Determinants of European PSO airline efficiency – Evidence from a semi-parametric approach," Journal of Air Transport Management, Elsevier, vol. 29(C), pages 11-16.
    21. Heydari, Chiman & Omrani, Hashem & Taghizadeh, Rahim, 2020. "A fully fuzzy network DEA-Range Adjusted Measure model for evaluating airlines efficiency: A case of Iran," Journal of Air Transport Management, Elsevier, vol. 89(C).
    22. Bhadra, Dipasis, 2009. "Race to the bottom or swimming upstream: Performance analysis of US airlines," Journal of Air Transport Management, Elsevier, vol. 15(5), pages 227-235.
    23. Merkert, Rico & Hensher, David A., 2011. "The impact of strategic management and fleet planning on airline efficiency - A random effects Tobit model based on DEA efficiency scores," Transportation Research Part A: Policy and Practice, Elsevier, vol. 45(7), pages 686-695, August.
    24. Pires, Heloisa Márcia & Fernandes, Elton, 2012. "Malmquist financial efficiency analysis for airlines," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 48(5), pages 1049-1055.
    25. Chen, Zhongfei & Wanke, Peter & Antunes, Jorge Junio Moreira & Zhang, Ning, 2017. "Chinese airline efficiency under CO2 emissions and flight delays: A stochastic network DEA model," Energy Economics, Elsevier, vol. 68(C), pages 89-108.
    26. Cao, Qian & Lv, Jinfeng & Zhang, Jun, 2015. "Productivity efficiency analysis of the airlines in China after deregulation," Journal of Air Transport Management, Elsevier, vol. 42(C), pages 135-140.
    27. Cui, Qiang & Jin, Zi-yin, 2020. "Airline environmental efficiency measures considering negative data: An application of a modified network Modified Slacks-based measure model," Energy, Elsevier, vol. 207(C).
    28. 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.
    29. Arjomandi, Amir & Dakpo, K. Hervé & Seufert, Juergen Heinz, 2018. "Have Asian airlines caught up with European Airlines? A by-production efficiency analysis," Transportation Research Part A: Policy and Practice, Elsevier, vol. 116(C), pages 389-403.
    30. Yu, Ming-Miin & Chen, Li-Hsueh & Chiang, Hui, 2017. "The effects of alliances and size on airlines’ dynamic operational performance," Transportation Research Part A: Policy and Practice, Elsevier, vol. 106(C), pages 197-214.
    31. Yu, Ming-Miin & Chang, Yu-Chun & Chen, Li-Hsueh, 2016. "Measurement of airlines’ capacity utilization and cost gap: Evidence from low-cost carriers," Journal of Air Transport Management, Elsevier, vol. 53(C), pages 186-198.
    32. Sebastián Lozano & Ester Gutiérrez, 2014. "A slacks-based network DEA efficiency analysis of European airlines," Transportation Planning and Technology, Taylor & Francis Journals, vol. 37(7), pages 623-637, October.
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    1. Masao Tsujimoto, 2024. "Airlines’ Corporate Growth and Environmental Conservation: Evidence from Global Carriers and Forwarders," International Journal of Energy Economics and Policy, Econjournals, vol. 14(3), pages 260-280, May.

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