Identifying Airport Service Attributes for Customer Satisfaction: A Necessary Condition Analysis Approach
Yıl 2025,
Cilt: 1 Sayı: 1, 72 - 93, 30.12.2025
Mahmut Bakır
Öz
To sustain competitive advantage in airports, it is critically important to identify which service attributes enhance customer satisfaction. This study aims to examine whether airport service attributes constitute necessary conditions for generating customer satisfaction. The primary motivation of this study is to provide a methodological contribution to aviation management studies and to determine the indispensable service attributes in the airport context. Accordingly, Multiple Necessary Condition Analysis (NCA) was conducted using 434 airport reviews obtained from Skytrax for the three busiest airports in Europe. NCA identifies the minimum levels of service attributes required to achieve passenger satisfaction and indicates the thresholds at which these attributes must be present. Results of the 10,000 resample permutation tests revealed that all proposed service attributes are necessary for passenger satisfaction at varying levels. The findings are expected to guide airport managers in optimally allocating their limited resources to achieve the desired level of customer satisfaction.
Etik Beyan
I declare that this research does not require ethics committee approval.
Destekleyen Kurum
This research received no specific grant from any funding agency.
Teşekkür
The author has no acknowledgments to declare.
Kaynakça
-
Bae, W., & Chi, J. (2022). Content Analysis of Passengers’ Perceptions of Airport Service Quality: The Case of Honolulu International Airport. Journal of Risk and Financial Management, 15(5), 1–19. https://doi.org/10.3390/jrfm15010005
-
Bakır, M., Akan, Ş., Özdemir, E., Nguyen, P.-H., Tsai, J.-F., & Pham, H.-A. (2022). How to Achieve Passenger Satisfaction in the Airport? Findings from Regression Analysis and Necessary Condition Analysis Approaches Through Online Airport Reviews. Sustainability, 14(4), 1–20. https://doi.org/10.3390/su14042151
-
Bastug, S., Akan, E., & Kiracı, K. (2021). Airport Service Quality in The Covid-19 Process: Analysis of Airports in Turkey. Hacettepe University Journal of Economics and Administrative Sciences, 39, 15–37. https://doi.org/10.17065/huniibf.907174
-
Bezerra, G. C. L., & Gomes, C. F. (2019). Determinants of passenger loyalty in multi-airport regions: Implications for tourism destination. Tourism Management Perspectives, 31, 145–158. https://doi.org/10.1016/j.tmp.2019.04.003
-
Bezerra, G. C. L., & Gomes, C. F. (2020). Antecedents and consequences of passenger satisfaction with the airport. Journal of Air Transport Management, 83, 101766. https://doi.org/10.1016/j.jairtraman.2020.101766
-
Bogicevic, V., Yang, W., Bilgihan, A., & Bujisic, M. (2013). Airport service quality drivers of passenger satisfaction.
Tourism Review, 68(4), 3–18. https://doi.org/10.1108/TR-09-2013-0047
-
Bunchongchit, K., & Wattanacharoensil, W. (2021). Data analytics of Skytrax’s airport review and ratings: Views of airport quality by passengers types. Research in Transportation Business and Management, 41, 100688. https://doi.org/10.1016/j.rtbm.2021.100688
-
Chatterjee, S., & Mandal, P. (2020). Traveler preferences from online reviews: Role of travel goals, class and culture. Tourism Management, 80, 104108. https://doi.org/10.1016/j.tourman.2020.104108
-
Chonsalasin, D., Jomnonkwao, S., & Ratanavaraha, V. (2021). Measurement model of passengers’ expectations of airport service quality. International Journal of Transportation Science and Technology, 10(4), 342–352. https://doi.org/10.1016/j.ijtst.2020.11.001
-
Dul, J. (2016a). Identifying single necessary conditions with NCA and fsQCA. Journal of Business Research, 69(4), 1516–1523. https://doi.org/10.1016/j.jbusres.2015.10.134
-
Dul, J. (2016b). Necessary Condition Analysis (NCA): Logic and Methodology of “Necessary but Not Sufficient” Causality. Organizational Research Methods, 19(1), 10–52. https://doi.org/10.1177/1094428115584005
-
Dul, J., & Buijs, G. (2024). NCA: Necessary Condition Analysis. R Package Version 4.0.2. https://doi.org/10.32614/CRAN.package.NCA
-
Dul, J., Hak, T., Goertz, G., & Voss, C. (2010). Necessary condition hypotheses in operations management. International Journal of Operations and Production Management, 30(11), 1170–1190. https://doi.org/10.1108/01443571011087378
-
Dul, J., van der Laan, E., & Kuik, R. (2020). A Statistical Significance Test for Necessary Condition Analysis.
Organizational Research Methods, 23(2), 385–395. https://doi.org/10.1177/1094428118795272
-
Halpern, N. (2018). Airport business strategy. In N. Halpern & A. Graham (Eds.), The Routledge Companion to Air Transport Management (1st ed., pp. 154–170). Routledge.
-
Halpern, N., & Mwesiumo, D. (2021). Airport service quality and passenger satisfaction: The impact of service failure on the likelihood of promoting an airport online. Research in Transportation Business and Management, 41, 100667. https://doi.org/10.1016/j.rtbm.2021.100667
-
Hauff, S., Guerci, M., Dul, J., & van Rhee, H. (2021). Exploring necessary conditions in HRM research: Fundamental issues and methodological implications. Human Resource Management Journal, 31(1), 18–36. https://doi.org/10.1111/1748-8583.12231
-
Henseler, J. (2021). Composite-Based Structural Equation Modeling: Analyzing Latent and Emergent Variables (1st ed.). Guilford Press.
-
Hong, S.-J., Choi, D., & Chae, J. (2020). Exploring different airport users’ service quality satisfaction between service providers and air travelers. Journal of Retailing and Consumer Services, 52, 101917. https://doi.org/10.1016/j.jretconser.2019.101917
-
Lee, W., & Jeong, C. (2021). Distinctive roles of tourist eudaimonic and hedonic experiences on satisfaction and place attachment: Combined use of SEM and necessary condition analysis. Journal of Hospitality and Tourism Management, 47, 58–71. https://doi.org/10.1016/j.jhtm.2021.02.012
-
Lubbe, B., Douglas, A., & Zambellis, J. (2011). An application of the airport service quality model in South Africa.
Journal of Air Transport Management, 17(4), 224–227. https://doi.org/10.1016/j.jairtraman.2010.08.001
-
Merkert, R., & Assaf, A. G. (2015). Using DEA models to jointly estimate service quality perception and profitability – Evidence from international airports. Transportation Research Part A: Policy and Practice, 75, 42–50. https://doi.org/10.1016/j.tra.2015.03.008
-
OAG. (2025). Top 10: Europe’s Busiest Airports. OAG Aviation Worldwide Limited. https://www.oag.com/blog/europes-busiest-airports
-
Olya, H. G. T. (2023). Towards advancing theory and methods on tourism development from residents’ perspectives: Developing a framework on the pathway to impact. Journal of Sustainable Tourism, 31(2), 329–349. https://doi.org/10.1080/09669582.2020.1843046
-
Pandey, M. M. (2016). Evaluating the service quality of airports in Thailand using fuzzy multi-criteria decision making method. Journal of Air Transport Management, 57, 241–249. https://doi.org/10.1016/j.jairtraman.2016.08.014
-
Pappas, I. O., & Woodside, A. G. (2021). Fuzzy-set Qualitative Comparative Analysis (fsQCA): Guidelines for research practice in Information Systems and marketing. International Journal of Information Management, 58, 102310. https://doi.org/10.1016/j.ijinfomgt.2021.102310
-
Pappas, N., & Glyptou, K. (2021). Accommodation decision-making during the COVID-19 pandemic: Complexity insights from Greece. International Journal of Hospitality Management, 93.
https://doi.org/10.1016/j.ijhm.2020.102767
-
Prentice, C., & Kadan, M. (2019). The role of airport service quality in airport and destination choice. Journal of Retailing and Consumer Services, 47, 40–48. https://doi.org/10.1016/j.jretconser.2018.10.006
-
Rasoolimanesh, S. M., Ringle, C. M., Sarstedt, M., & Olya, H. (2021). The combined use of symmetric and asymmetric approaches: partial least squares-structural equation modeling and fuzzy-set qualitative comparative analysis. International Journal of Contemporary Hospitality Management, 33(5), 1571–1592. https://doi.org/10.1108/IJCHM-10-2020-1164
Richter, N. F., Schubring, S., Hauff, S., Ringle, C. M., & Sarstedt, M. (2020). When predictors of outcomes are necessary: guidelines for the combined use of PLS-SEM and NCA. Industrial Management and Data Systems, 120(12), 2243–2267. https://doi.org/10.1108/IMDS-11-2019-0638
-
Shadiyar, A., Ban, H. J., & Kim, H. S. (2020). Extracting key drivers of air passenger’s experience and satisfaction through online review analysis. Sustainability, 12(21), 1–20. https://doi.org/10.3390/su12219188
-
Skytrax. (2021). A-Z Airport Reviews. https://www.airlinequality.com/review-pages/a-z-airport-reviews/
Sorjonen, K., Wikström Alex, J., & Melin, B. (2017). Necessity as a Function of Skewness. Frontiers in Psychology, 8, 1–4. https://doi.org/10.3389/fpsyg.2017.02192
-
Tho, N. D. (2019). Strategic orientations and firm innovativeness: a necessary condition analysis. Baltic Journal of Management, 14(3), 427–442. https://doi.org/10.1108/BJM-07-2018-0280
-
Tóth, Z., Dul, J., & Li, C. (Spring). (2019). Necessary condition analysis in tourism research. Annals of Tourism Research, 79, 102821. https://doi.org/10.1016/j.annals.2019.102821
-
Tynan, M. C., Credé, M., & Harms, P. D. (2020). Are individual characteristics and behaviors necessary-but-not- sufficient conditions for academic success?: A demonstration of Dul’s (2016) necessary condition analysis. Learning and Individual Differences, 77, 101815. https://doi.org/10.1016/j.lindif.2019.101815
-
Vis, B., & Dul, J. (2018). Analyzing Relationships of Necessity Not Just in Kind But Also in Degree: Complementing fsQCA With NCA. Sociological Methods and Research, 47(4), 872–899. https://doi.org/10.1177/0049124115626179
-
Wattanacharoensil, W. (2019). The Airport Experience. In A. Graham & F. Dobruszkes (Eds.), Air Transport: A Tourism Perspective (pp. 177–189). Elsevier. https://doi.org/10.1016/B978-0-12-812857-2.00013-0
Müşteri Memnuniyeti İçin Havalimanı Hizmet Niteliklerinin Belirlenmesi: Gerekli Koşul Analizi Yaklaşımı
Yıl 2025,
Cilt: 1 Sayı: 1, 72 - 93, 30.12.2025
Mahmut Bakır
Öz
Havalimanlarında ürdürülebilir rekabet avantajını koruyabilmek için, müşteri memnuniyetini artıran hizmet niteliklerinin hangileri olduğunun belirlenmesi kritik önem taşımaktadır. Bu çalışma, havalimanı hizmet niteliklerinin müşteri memnuniyeti yaratmada gerekli koşullar olup olmadığını ortaya koymayı amaçlamaktadır. Çalışmanın temel motivasyonu, havacılık yönetimi araştırmalarına yöntemsel bir katkı sunmak ve havalimanı hizmetleri bağlamında gerekli hizmet niteliklerini belirlemektir. Bu doğrultuda, Avrupa’nın en yoğun 3 havalimanına ilişkin Skytrax üzerinden elde edilen 434 havalimanı değerlendirmesi kullanılarak çoklu gerekli koşul analizi (GKA) gerçekleştirilmiştir. Gerekli koşul analizi, müşteri memnuniyetine ulaşmak için gerekli hizmet nitelikleri düzeyini tanımlarken, bu niteliklerin hangi seviyede ortaya çıkması gerektiğini göstermektedir. 10.000 yeniden örneklemeli permütasyon testi sonuçları, önerilen tüm hizmet niteliklerinin farklı düzeylerde müşteri memnuniyeti için gerekli olduğunu ortaya koymuştur. Elde edilen bulguların, havalimanı yöneticilerine sınırlı kaynaklarını arzu edilen müşteri memnuniyeti düzeyine ulaşmak için nasıl en iyi şekilde tahsis edebileceklerine ilişkin yol gösterici olması beklenmektedir.
Etik Beyan
Bu araştırmanın etik kurul izni gerektirmeyen araştırmalardan olduğunu beyan ederim.
Destekleyen Kurum
Bu araştırmayı destekleyen herhangi bir kurum bulunmamaktadır.
Teşekkür
Teşekkür edilecek herhangi bir kişi veya kurum bulunmamaktadır.
Kaynakça
-
Bae, W., & Chi, J. (2022). Content Analysis of Passengers’ Perceptions of Airport Service Quality: The Case of Honolulu International Airport. Journal of Risk and Financial Management, 15(5), 1–19. https://doi.org/10.3390/jrfm15010005
-
Bakır, M., Akan, Ş., Özdemir, E., Nguyen, P.-H., Tsai, J.-F., & Pham, H.-A. (2022). How to Achieve Passenger Satisfaction in the Airport? Findings from Regression Analysis and Necessary Condition Analysis Approaches Through Online Airport Reviews. Sustainability, 14(4), 1–20. https://doi.org/10.3390/su14042151
-
Bastug, S., Akan, E., & Kiracı, K. (2021). Airport Service Quality in The Covid-19 Process: Analysis of Airports in Turkey. Hacettepe University Journal of Economics and Administrative Sciences, 39, 15–37. https://doi.org/10.17065/huniibf.907174
-
Bezerra, G. C. L., & Gomes, C. F. (2019). Determinants of passenger loyalty in multi-airport regions: Implications for tourism destination. Tourism Management Perspectives, 31, 145–158. https://doi.org/10.1016/j.tmp.2019.04.003
-
Bezerra, G. C. L., & Gomes, C. F. (2020). Antecedents and consequences of passenger satisfaction with the airport. Journal of Air Transport Management, 83, 101766. https://doi.org/10.1016/j.jairtraman.2020.101766
-
Bogicevic, V., Yang, W., Bilgihan, A., & Bujisic, M. (2013). Airport service quality drivers of passenger satisfaction.
Tourism Review, 68(4), 3–18. https://doi.org/10.1108/TR-09-2013-0047
-
Bunchongchit, K., & Wattanacharoensil, W. (2021). Data analytics of Skytrax’s airport review and ratings: Views of airport quality by passengers types. Research in Transportation Business and Management, 41, 100688. https://doi.org/10.1016/j.rtbm.2021.100688
-
Chatterjee, S., & Mandal, P. (2020). Traveler preferences from online reviews: Role of travel goals, class and culture. Tourism Management, 80, 104108. https://doi.org/10.1016/j.tourman.2020.104108
-
Chonsalasin, D., Jomnonkwao, S., & Ratanavaraha, V. (2021). Measurement model of passengers’ expectations of airport service quality. International Journal of Transportation Science and Technology, 10(4), 342–352. https://doi.org/10.1016/j.ijtst.2020.11.001
-
Dul, J. (2016a). Identifying single necessary conditions with NCA and fsQCA. Journal of Business Research, 69(4), 1516–1523. https://doi.org/10.1016/j.jbusres.2015.10.134
-
Dul, J. (2016b). Necessary Condition Analysis (NCA): Logic and Methodology of “Necessary but Not Sufficient” Causality. Organizational Research Methods, 19(1), 10–52. https://doi.org/10.1177/1094428115584005
-
Dul, J., & Buijs, G. (2024). NCA: Necessary Condition Analysis. R Package Version 4.0.2. https://doi.org/10.32614/CRAN.package.NCA
-
Dul, J., Hak, T., Goertz, G., & Voss, C. (2010). Necessary condition hypotheses in operations management. International Journal of Operations and Production Management, 30(11), 1170–1190. https://doi.org/10.1108/01443571011087378
-
Dul, J., van der Laan, E., & Kuik, R. (2020). A Statistical Significance Test for Necessary Condition Analysis.
Organizational Research Methods, 23(2), 385–395. https://doi.org/10.1177/1094428118795272
-
Halpern, N. (2018). Airport business strategy. In N. Halpern & A. Graham (Eds.), The Routledge Companion to Air Transport Management (1st ed., pp. 154–170). Routledge.
-
Halpern, N., & Mwesiumo, D. (2021). Airport service quality and passenger satisfaction: The impact of service failure on the likelihood of promoting an airport online. Research in Transportation Business and Management, 41, 100667. https://doi.org/10.1016/j.rtbm.2021.100667
-
Hauff, S., Guerci, M., Dul, J., & van Rhee, H. (2021). Exploring necessary conditions in HRM research: Fundamental issues and methodological implications. Human Resource Management Journal, 31(1), 18–36. https://doi.org/10.1111/1748-8583.12231
-
Henseler, J. (2021). Composite-Based Structural Equation Modeling: Analyzing Latent and Emergent Variables (1st ed.). Guilford Press.
-
Hong, S.-J., Choi, D., & Chae, J. (2020). Exploring different airport users’ service quality satisfaction between service providers and air travelers. Journal of Retailing and Consumer Services, 52, 101917. https://doi.org/10.1016/j.jretconser.2019.101917
-
Lee, W., & Jeong, C. (2021). Distinctive roles of tourist eudaimonic and hedonic experiences on satisfaction and place attachment: Combined use of SEM and necessary condition analysis. Journal of Hospitality and Tourism Management, 47, 58–71. https://doi.org/10.1016/j.jhtm.2021.02.012
-
Lubbe, B., Douglas, A., & Zambellis, J. (2011). An application of the airport service quality model in South Africa.
Journal of Air Transport Management, 17(4), 224–227. https://doi.org/10.1016/j.jairtraman.2010.08.001
-
Merkert, R., & Assaf, A. G. (2015). Using DEA models to jointly estimate service quality perception and profitability – Evidence from international airports. Transportation Research Part A: Policy and Practice, 75, 42–50. https://doi.org/10.1016/j.tra.2015.03.008
-
OAG. (2025). Top 10: Europe’s Busiest Airports. OAG Aviation Worldwide Limited. https://www.oag.com/blog/europes-busiest-airports
-
Olya, H. G. T. (2023). Towards advancing theory and methods on tourism development from residents’ perspectives: Developing a framework on the pathway to impact. Journal of Sustainable Tourism, 31(2), 329–349. https://doi.org/10.1080/09669582.2020.1843046
-
Pandey, M. M. (2016). Evaluating the service quality of airports in Thailand using fuzzy multi-criteria decision making method. Journal of Air Transport Management, 57, 241–249. https://doi.org/10.1016/j.jairtraman.2016.08.014
-
Pappas, I. O., & Woodside, A. G. (2021). Fuzzy-set Qualitative Comparative Analysis (fsQCA): Guidelines for research practice in Information Systems and marketing. International Journal of Information Management, 58, 102310. https://doi.org/10.1016/j.ijinfomgt.2021.102310
-
Pappas, N., & Glyptou, K. (2021). Accommodation decision-making during the COVID-19 pandemic: Complexity insights from Greece. International Journal of Hospitality Management, 93.
https://doi.org/10.1016/j.ijhm.2020.102767
-
Prentice, C., & Kadan, M. (2019). The role of airport service quality in airport and destination choice. Journal of Retailing and Consumer Services, 47, 40–48. https://doi.org/10.1016/j.jretconser.2018.10.006
-
Rasoolimanesh, S. M., Ringle, C. M., Sarstedt, M., & Olya, H. (2021). The combined use of symmetric and asymmetric approaches: partial least squares-structural equation modeling and fuzzy-set qualitative comparative analysis. International Journal of Contemporary Hospitality Management, 33(5), 1571–1592. https://doi.org/10.1108/IJCHM-10-2020-1164
Richter, N. F., Schubring, S., Hauff, S., Ringle, C. M., & Sarstedt, M. (2020). When predictors of outcomes are necessary: guidelines for the combined use of PLS-SEM and NCA. Industrial Management and Data Systems, 120(12), 2243–2267. https://doi.org/10.1108/IMDS-11-2019-0638
-
Shadiyar, A., Ban, H. J., & Kim, H. S. (2020). Extracting key drivers of air passenger’s experience and satisfaction through online review analysis. Sustainability, 12(21), 1–20. https://doi.org/10.3390/su12219188
-
Skytrax. (2021). A-Z Airport Reviews. https://www.airlinequality.com/review-pages/a-z-airport-reviews/
Sorjonen, K., Wikström Alex, J., & Melin, B. (2017). Necessity as a Function of Skewness. Frontiers in Psychology, 8, 1–4. https://doi.org/10.3389/fpsyg.2017.02192
-
Tho, N. D. (2019). Strategic orientations and firm innovativeness: a necessary condition analysis. Baltic Journal of Management, 14(3), 427–442. https://doi.org/10.1108/BJM-07-2018-0280
-
Tóth, Z., Dul, J., & Li, C. (Spring). (2019). Necessary condition analysis in tourism research. Annals of Tourism Research, 79, 102821. https://doi.org/10.1016/j.annals.2019.102821
-
Tynan, M. C., Credé, M., & Harms, P. D. (2020). Are individual characteristics and behaviors necessary-but-not- sufficient conditions for academic success?: A demonstration of Dul’s (2016) necessary condition analysis. Learning and Individual Differences, 77, 101815. https://doi.org/10.1016/j.lindif.2019.101815
-
Vis, B., & Dul, J. (2018). Analyzing Relationships of Necessity Not Just in Kind But Also in Degree: Complementing fsQCA With NCA. Sociological Methods and Research, 47(4), 872–899. https://doi.org/10.1177/0049124115626179
-
Wattanacharoensil, W. (2019). The Airport Experience. In A. Graham & F. Dobruszkes (Eds.), Air Transport: A Tourism Perspective (pp. 177–189). Elsevier. https://doi.org/10.1016/B978-0-12-812857-2.00013-0