Exploratory and Confirmatory Factor Analysis of Future Skills of Thai Airline Ground Attendants
คำสำคัญ:
Factor Analysis, Future Skills, Ground Attendants, COVID-19บทคัดย่อ
The COVID-19 pandemic disrupted almost all industries including the aviation ground services sector. This has led to accelerating use of various technologies and a need for developing new competencies and skills within this particular segment. This study aimed to examine the critical competencies required of future ground attendants in a post-pandemic era. For the purposes of this study, two methods of analyses, namely an ‘Exploratory Factor Analysis’ (EFA) and a ‘Confirmatory Factor Analysis’ (CFA), were deployed. A questionnaire was constructed as a research tool to collect data from 400 airline ground attendants in Thailand using a quota sampling method. The EFA results revealed a Kaiser-Meyer-Olkin (KMO) value of 0.947 and a significant Bartlett’s Test of Sphericity (χ² = 9387.667, df = 595, p < .001), confirming the validity of the construct and the proposed components pertaining to the required future skills. Factor loadings exceeded 0.50, resulting in eight components from 35 indicators: 1) Decision-Making and Business (DB), 2) Digital Literacy (DL), 3) Cross-Cultural Competence (CC), 4) Team Communication (TC), 5) Creative Thinking (CT), 6) Problem-Solving Method (PSM), 7) Collaborative Skills (CS), and 8) Entrepreneurial Literacy (EL). The CFA results supported the model’s goodness of fit (χ²/df = 2.145, CFI = 0.931, TLI = 0.925, RMSEA = 0.054, SRMR = 0.048). Thus, this study offers new perspectives on the components of future skills for Thai airline ground attendants and guides the human resource department in developing training programs and adjusting job specifications. The findings also help the aviation sector to reskill and upskill employees to work effectively in a disruptive environment.
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Abu Talib, M., Nasir, Q., Dakalbab, F., & Saud, H. (2025). Future aviation jobs: The role of technology in shaping skills and competencies. Journal of Open Innovation: Technology, Market, and Complexity, 11(2), 100517. https://doi.org/10.1016/j.joitmc.2025.100517
Abuan, O., Corpuz, R. R., Cruz, R., & Deles, E. (2023). Perceived Competence of Ground Staff in Dealing with Unruly Passenger Behavior at Manila International Airport Authority Airports. International Journal of Applied Research and Sustainable Sciences, 1(3), 167–186. https://doi.org/10.59890/ijarss.v1i3.760
AlShamsi, S. S., Bin Ahmad, K. Z., & Jasimuddin, S. M. (2022). Curiosity, proactive personality, organizational culture and work engagement in the aviation industry in the UAE during Covid-19: A non-probabilistic moderated-mediation model. Journal of General Management, 50(2), 150-163. https://doi.org/10.1177/03063070221141201
Bangani, S., & Jokonya, O. (2022). Factors affecting the adoption of contactless technologies in supply chain and logistics. Journal of Transport and Supply Chain Management, 16, a751. https://doi.org/10.4102/jtscm.v16i0.751
Bell, S. (2010). Project-Based Learning for the 21st Century: Skills for the Future. The Clearing House: A Journal of Educational Strategies, Issues and Ideas, 83(2), 39–43. https://doi.org/10.1080/00098650903505415
Božić, V., & Poola, I. (2023). The role of artificial intelligence in increasing the digital literacy of healthcare workers and standardization of healthcare. ResearchGate. https://www.researchgate.net/publication/370265085_THE_ROLE_OF_ARTIFICIAL_INTELLIGENCE_IN_INCREASING_THE_DIGITAL_LITERACY_OF_HEALTHCARE_WORKERS_AND_STANDARDIZATION_OF_HEALTHCARE
Bremer, K. F., & Maertens, S. U. (2021). Future Skills of Flight Attendants in Times of COVID-19-Related Job Uncertainty—The Case of Germany. Administrative Sciences, 11(4), 154. https://doi.org/10.3390/admsci11040154
Burke, C. S., Pierce, L. G., & Salas, E. (Eds.). (2006). Understanding Adaptability: A Prerequisite for Effective Performance Within Complex Environments. In Understanding Adaptability: A Prerequisite for Effective Performance within Complex Environments (Vol. 6). Emerald Group Publishing Limited. https://doi.org/10.1016/S1479-3601(05)06009-1
Byrne, B. M. (2013). Structural equation modeling with AMOS: Basic concepts, applications, and programming (2nd ed.). Routledge.
Cahyo, B. D., Nurlaela, L., & Sumbawati, M. S. (2020). The Relationship Problem Solving Skills to Critical Thinking Skills in Aircraft Maintenance: A Conceptual Study. Proceedings of the International Joint Conference on Science and Engineering (IJCSE 2020), 35–40. https://doi.org/10.2991/aer.k.201124.007
Charernnit, K., & Treruttanaset, P. (2023). Guidelines to reinforce airline professionals’ quality of life through new career advancement: A case study of Thai Airways flight attendants. E3S Web of Conferences, 389, 05017. https://doi.org/10.1051/e3sconf/202338905017
Chutiphongdech, T., Apiluckserbsakul, N., & Choktanasukarn, K. (2023). Strategic Responses for the Airline Business During the Covid-19 Pandemic: A Review of Past Crises. ABAC Journal, 43(3), 1–11. https://doi.org/10.59865/abacj.2023.26
Cochran, W. G. (1977). Sampling techniques (3rd ed.). John Wiley & Sons.
Comrey, A. L., & Lee, H. B. (1992). A first course in factor analysis (2nd ed.). Erlbaum.
Cronbach, L. J. (1970). Essentials of psychological testing (3rd ed.). Harper & Row.
Deloitte. (2023). 2023 Global human capital trends: New fundamentals for a boundaryless world. Deloitte Insights. https://www.deloitte.com/global/en/our-thinking/insights/topics/marketing-sales/global-marketing-trends/2022/human-capital-trends.html
DiazGranados, D., Woods, J. J., Wilder, A., & Curtis, M. T. (2023). Chapter 8—Team dynamics in the air: A review of team research relevant to aviation. In J. R. Keebler, E. H. Lazzara, K. A. Wilson, & E. L. Blickensderfer (Eds.), Human Factors in Aviation and Aerospace (Third Edition) (pp. 199–215). Academic Press. https://doi.org/10.1016/B978-0-12-420139-2.00003-4
Failoni, D., & Dane, M.-J. (2023, March 8). The shifting skillset of the post-pandemic airport workforce. International Airport Review. https://www.internationalairportreview.com/article/183138/the-shifting-skillset-of-the-post-pandemic-airport-workforce/
Fornell, C., & Larcker, D. F. (1981). Evaluating Structural Equation Models with Unobservable Variables and Measurement Error. Journal of Marketing Research, 18(1), 39-50. https://doi.org/10.1177/002224378101800104
Fraenkel, J. R., Wallen, N. E., & Hyun, H. H. (2011). How to design and evaluate research in education (8th ed.). McGraw-Hill.
Gafour, O. W., & Gafour, W. A. (2020). Creative thinking skills–A review article. Journal of Education and e-Learning, 4(1), 44-58.
Gomes Júnior, A. de A., & Schramm, V. B. (2022). Problem Structuring Methods: A Review of Advances Over the Last Decade. Systemic Practice and Action Research, 35(1), 55–88. https://doi.org/10.1007/s11213-021-09560-1
Hair, J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2010). Multivariate data analysis (7th ed.). Pearson.
Hariri, A., Muslim, S., Ekohariadi, E., & Yundra, E. (2021). The effect of creative thinking in improving decision making. Management Science Letters, 11(6), 1765–1770. https://doi.org/10.5267/j.msl.2021.2.006
Hoyle, R. H. (2012). Handbook of structural equation modeling: Guilford press.
Hu, L.-T., & Bentler, P. M. (1995). Evaluating model fit. In R. H. Hoyle (Ed.), Structural equation modeling: Concepts, issues, and applications (pp. 76–99). Sage.
International Air Transport Association. (2021, October 28). What you need to know about the competency-based approach to dangerous goods training and assessment. IATA. https://www.iata.org/en/publications/newsletters/iata-knowledge-hub/what-you-need-to-know-about-the-competency-based-approach-to-dangerous-goods-training-and-assessment/
International Air Transport Association. (2024). IATA ground operations manual (IGOM) (12th ed.). International Air Transport Association. https://www.scribd.com/document/848970816/IGOM-Ed-12-Mar-2024
Javaid, M., Haleem, A., Singh, R. P., & Suman, R. (2021). Substantial capabilities of robotics in enhancing Industry 4.0 implementation. Cognitive Robotics, 1, 58–75. https://doi.org/10.1016/j.cogr.2021.06.001
Kalyanamitr, K. (2021). Future skills and post-COVID-19. Journal of MCU Buddhapanya Review, 6(3), 163–176. https://so03.tci-thaijo.org/index.php/jmbr/article/view/256756
Kantawan, S., & Satararuji, K. (2022). Factors affecting digital literacy of the aviation labour force in Eastern Economic Corridor. Journal of Buddhist Anthropology, 7(7), 50–60. https://so04.tci-thaijo.org/index.php/JSBA/article/view/257569
Khalil, M. A. (2021). Cross-cultural Competence as a Foundation for Professional Diplomacy in the New Post-COVID-19 Reality. Concept: Philosophy, Religion, Culture, 5(4), 18–29. https://doi.org/10.24833/2541-8831-2021-4-20-18-29
Kumar, S. V. (2021). A Study on Adept Soft Skill & Knowledge Accompanying Hospitality Employee Retention Behavior During Covid-19 Lockdown Phase. Anais Brasileiros De Estudos Turísticos, 11. https://doi.org/10.5281/zenodo.5770073
Langnau, L. (2022, January 14). Virtual twins will drive the digital evolution of industrial. Design World. https://www.designworldonline.com/virtual-twins-will-drive-the-digital-evolution-of-industrial/
Lim, W. M. (2023). The workforce revolution: Reimagining work, workers, and workplaces for the future. Global Business and Organizational Excellence, 42(4), 5–10. https://doi.org/10.1002/joe.22218
McClelland, D. C. (1973). Testing for competence rather than for "intelligence". American Psychologist, 28(1), 1–14. https://doi.org/10.1037/h0034092
Md, M. R. (2019). 21st Century Skill “Problem Solving”: Defining the Concept. Asian Journal of Interdisciplinary Research, 2(1), 64–74. https://doi.org/10.34256/ajir1917
Metscher, D. S., Smith, M., & Alghamdi, A. (2009). Multi-Cultural Factors in the Crew Resource Management Environment: Promoting Aviation Safety for Airline Operations. Journal of Aviation/ Aerospace Education & Research, 18(2). 9-23. https://doi.org/10.15394/jaaer.2009.1423
Muñoz-Marrón, D., Gil, F., & Lanero, A. (2018). Are crews empowered with all the resources needed to successfully address an inflight emergency? Checklists, a necessary but insufficient tool. Aviation, 22(3), 93–101. https://doi.org/10.3846/aviation.2018.6254
Ndofirepi, T. M. (2020). Relationship between entrepreneurship education and entrepreneurial goal intentions: Psychological traits as mediators. Journal of Innovation and Entrepreneurship, 9(1), 2. https://doi.org/10.1186/s13731-020-0115-x
Office of the Education Council. (2017). Education in Thailand. Office of the Education Council, Ministry of Education. https://bic.moe.go.th/images/stories/pdf/EDUCATION_IN_THAILAND_2017.pdf
Office of the Education Council. (2021). Future skills to prepare for the development of the quality of Thai people of all ages to cope with the rapid changes (Disruption) of the 21st century: Study results and promotion guidelines. Ministry of Education. https://backoffice.onec.go.th/uploaded2/Information/202111/Final_Report_Future_skills.pdf
Patala, T. (2022). The Impacts of Covid-19 on Staff Training within the Aviation Sector. International Conference on Tourism Research, 15(1), 294–298. https://doi.org/10.34190/ictr.15.1.268
Pereira, B., Lohmann, G., & Houghton, L. (2021). The Role of Collaboration in Innovation and Value Creation in the Aviation Industry. Journal of Creating Value, 7(1), 44–59. https://doi.org/10.1177/23949643211010588
Raguž, I. V., Pavlić, I., & Svilokos, T. (2007). The role of decision-making process in hospitality industry. In Proceedings of the International Conference Global Challenges for Competitiveness: Business and Government Perspective (pp. 606–617). University of Juraj Dobrila in Pula. https://www.croris.hr/crosbi/publikacija/prilog-skup/536127
Robinson, J. (2020). Thoughts on the post-pandemic new normal in air travel. Journal of Airport Management, 15(1), 6–19. https://doi.org/10.69554/JECE7511
Ropp, T. D., & Belt, S. M. (2020, June). Individual Resilience as a Competency for Aviation Professionals: A Review of the Literature. In 2020 ASEE Virtual Annual Conference Content Access. https://peer.asee.org/individual-resilience-as-a-competency-for-aviation-professionals-a-review-of-the-literature
Rovinelli, R. J., & Hambleton, R. K. (1977). On the use of content specialists in the assessment of criterion-referenced test item validity. Tijdschrift voor Onderwijsresearch, 2(2), 49–60.
Santos, I. C. D., Vieira, A. M., & De Morais, P. R. (2014). Poor communication skills means high risk for aviation safety. Gestão & Regionalidade, 30(88). https://doi.org/10.13037/gr.vol30n88.2541
Schreiber, J. B., Nora, A., Stage, F. K., Barlow, E. A., & King, J. (2006). Reporting structural equation modeling and confirmatory factor analysis results: A review. The Journal of Educational Research, 99(6), 323–338.
Schumacker, R. E., & Lomax, R. G. (2010). A beginner's guide to structural equation modeling (3rd ed.). Routledge/Taylor & Francis Group.
Scott, C. L. (2015). The futures of learning 2: What kind of learning for the 21st century? Education, research and foresight: working papers. https://unesdoc.unesco.org/ark:/48223/pf0000242996
SkillsFuture Singapore. (2018). Skills Framework for Air Transport. SkillsFuture Singapore. https://www.skillsfuture.gov.sg/docs/default-source/skills-framework/skillsfuture_skillsframework-for-air-transport-book-for-online-(1).pdf
Syed, R. T., Yadav, M., & Magd, H. (2019). Entrepreneurial mindset development: A cog in the wheel of talent management in the aviation sector. In S. K. Kearns, T. J. Mavin, & S. Hodge (Eds.), Engaging the next generation of aviation professionals (pp. 252-260). Routledge. https://doi.org/10.4324/9780429287732
Thakur, M., Vanaja, N., Agarwal, K., Chopra, R., & Hayavadana, J. (2025). Global HR management. Noble Science Press. https://doi.org/10.52458/9788198240675.nsp.2025.tb
Thepchalerm, T., & Ho, P. (2020). Impacts of COVID-19 on airline business: An overview. In Proceedings of the 11th Global Conference on Business and Social Sciences (p. 130). https://doi.org/10.35609/gcbssproceeding.2020.11(130)
Van Prooijen, J.-W., & Van Der Kloot, W. A. (2001). Confirmatory Analysis of Exploratively Obtained Factor Structures. Educational and Psychological Measurement, 61(5), 777–792. https://doi.org/10.1177/00131640121971518
Wandelt, S., & Wang, K. (2024). Towards solving the airport ground workforce dilemma: A literature review on hiring, scheduling, retention, and digitalization in the airport industry. Journal of the Air Transport Research Society, 2, 100004. https://doi.org/10.1016/j.jatrs.2024.100004
Waramontri, R. (2021). Relationship of emotional intelligence and organizational commitment in airlines business: Case study of ground attendants at airport in Thailand. Elementary Education Online, 20(5), 1461–1464.
Watkins, M. W. (2018). Exploratory Factor Analysis: A Guide to Best Practice. Journal of Black Psychology, 44(3), 219–246. https://doi.org/10.1177/0095798418771807
Wattanacharoensil, W., & Yoopetch, C. (2012). Thailand's human resource competencies in airline service quality: Voices from the airline industry. Journal of Human Resources in Hospitality and Tourism, 11(4), 280–302. https://doi.org/10.1080/15332845.2012.690680
Weng, W. (2015). Eight skills in future work. Education, 135(4), 419-422.
Whitely, S. E. (1983). Construct validity: Construct representation versus nomothetic span. Psychological Bulletin, 93(1), 179.
Wong, S., & Neustaedter, C. (2017). Collaboration And Awareness Amongst Flight Attendants. In Proceedings of the 2017 ACM Conference on Computer Supported Cooperative Work and Social Computing (pp. 948–961). Association for Computing Machinery. https://doi.org/10.1145/2998181.2998355
World Economic Forum. (2020). The Future of Jobs Report 2020. Weforum. https://www.weforum.org/reports/the-future-of-jobs-report-2020/in-full/infographics-e4e69e4de7
Ziehe, D., & Helfen, M. (2020). “You are not my boss!”: Managing inter-organizational collaboration in German ground handling operations. German Journal of Human Resource Management, 35(3), 356-382. https://doi.org/10.1177/2397002220978114