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Measuring Airline Performance: An Integrated Balanced Scorecard-Based MEREC-CoCoSo Model

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  • Melik Ertuğrul

    (Department of Business Administration, Faculty of Economic and Administrative Sciences, Galatasaray University, Çırağan Cad. No:36, Istanbul 34349, Türkiye)

  • Eylül Özdarak

    (Department of Business Administration, Faculty of Economic and Administrative Sciences, Galatasaray University, Çırağan Cad. No:36, Istanbul 34349, Türkiye)

Abstract

The assessment of company performance requires a holistic approach, encompassing both financial and non-financial metrics. Accordingly, we develop a comprehensive airline performance evaluation model utilizing the Balanced Scorecard (BSC)-based multi-criteria decision-making (MCDM) framework. Based on contingency theory, we use 30 Key Performance Indicators (KPIs) derived from the literature and develop a novel performance model by combining the BSC framework with the Method based on the Removal Effects of Criteria (MEREC) for KPI weighting and the Combined Compromise Solution (CoCoSo) for ranking. The focus on Turkish Airlines, serving as a comparative benchmark, over the period 2020–2023 reveals that while financial KPIs hold the greatest weight, non-financial KPIs have the most significant impact on performance. The lowest performance is recorded in 2020, most probably attributable to the COVID-19 pandemic, followed by a remarkable recovery in 2021. We offer a methodological contribution for managers, decision-makers, and scholars—an objective, data-driven tool to assess airline performance. Furthermore, we furnish policymakers with tangible data for more effective industrial incentives and convenient regulatory strategies. In contrast to most of the literature emphasizing financial indicators and subjective weighting approaches that might yield biased rankings, we suggest a novel integrated performance evaluation model tailored for the airline industry.

Suggested Citation

  • Melik Ertuğrul & Eylül Özdarak, 2025. "Measuring Airline Performance: An Integrated Balanced Scorecard-Based MEREC-CoCoSo Model," Sustainability, MDPI, vol. 17(13), pages 1-25, June.
  • Handle: RePEc:gam:jsusta:v:17:y:2025:i:13:p:5826-:d:1686627
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    References listed on IDEAS

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    1. Jan Bouwens & Ties de Kok & Arnt Verriest, 2019. "The Prevalence and Validity of EBITDA as a Performance Measure," ACCRA, Association francophone de comptabilité, vol. 25(1), pages 55-105.
    2. Heidi Sundin & Markus Granlund & David Brown, 2010. "Balancing Multiple Competing Objectives with a Balanced Scorecard," European Accounting Review, Taylor & Francis Journals, vol. 19(2), pages 203-246.
    3. 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.
    4. Eilat, Harel & Golany, Boaz & Shtub, Avraham, 2008. "R&D project evaluation: An integrated DEA and balanced scorecard approach," Omega, Elsevier, vol. 36(5), pages 895-912, October.
    5. Mohamad Shahiir Saidin & Lai Soon Lee & Siti Mahani Marjugi & Muhammad Zaini Ahmad & Hsin-Vonn Seow, 2023. "Fuzzy Method Based on the Removal Effects of Criteria (MEREC) for Determining Objective Weights in Multi-Criteria Decision-Making Problems," Mathematics, MDPI, vol. 11(6), pages 1-20, March.
    6. Nazli Ersoy, 2023. "Applying an integrated data-driven weighting system – CoCoSo approach for financial performance evaluation of Fortune 500 companies," E&M Economics and Management, Technical University of Liberec, Faculty of Economics, vol. 26(3), pages 92-108, September.
    7. 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.
    8. de Camargo Fiorini, Paula & Roman Pais Seles, Bruno Michel & Chiappetta Jabbour, Charbel Jose & Barberio Mariano, Enzo & de Sousa Jabbour, Ana Beatriz Lopes, 2018. "Management theory and big data literature: From a review to a research agenda," International Journal of Information Management, Elsevier, vol. 43(C), pages 112-129.
    9. Jan Bouwens & Ties de Kok & Arnt Verriest, 2019. "The Prevalence and Validity of EBITDA as a Performance Measure," Comptabilité - Contrôle - Audit, Association francophone de comptabilité, vol. 25(1), pages 55-105.
    10. Stepanyan Armen, 2013. "Performance Assessment Of Major U.S. Airlines Via Cash Flow Ratios," Annals of Faculty of Economics, University of Oradea, Faculty of Economics, vol. 1(2), pages 398-408, December.
    11. Hofer, Christian & Dresner, Martin E. & Windle, Robert J., 2009. "The impact of airline financial distress on US air fares: A contingency approach," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 45(1), pages 238-249, January.
    12. Babatunde A. OKUNEYE & Oluwatosin O. OGUNYOMI-OLUYOMI, 2022. "The Role of Digitalization in the Airline Industry Performance AMID COVID-19: Evidence from Emirate Airline Balanced Scorecard Performence," Business & Management Compass, University of Economics Varna, issue 1-2, pages 365-379.
    13. Phang, Sock-Yong, 2016. "A general framework for price regulation of airports," Journal of Air Transport Management, Elsevier, vol. 51(C), pages 39-45.
    14. Lu, Ming-Tsang & Hsu, Chao-Che & Liou, James J.H. & Lo, Huai-Wei, 2018. "A hybrid MCDM and sustainability-balanced scorecard model to establish sustainable performance evaluation for international airports," Journal of Air Transport Management, Elsevier, vol. 71(C), pages 9-19.
    15. Hoque, Zahirul, 2014. "20 years of studies on the balanced scorecard: Trends, accomplishments, gaps and opportunities for future research," The British Accounting Review, Elsevier, vol. 46(1), pages 33-59.
    16. Capobianco, Heloisa Márcia Pires & Fernandes, Elton, 2004. "Capital structure in the world airline industry," Transportation Research Part A: Policy and Practice, Elsevier, vol. 38(6), pages 421-434, July.
    17. Abdel-Kader, Magdy & Luther, Robert, 2008. "The impact of firm characteristics on management accounting practices: A UK-based empirical analysis," The British Accounting Review, Elsevier, vol. 40(1), pages 2-27.
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