Araştırma Makalesi

Deciphering the Airline Customers Emotions Landscape: A Sentiment Analysis on Online Reviews

Sayı: 22 31 Mayıs 2025
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Deciphering the Airline Customers Emotions Landscape: A Sentiment Analysis on Online Reviews

Abstract

The airline industry, which has intense competition and high business value, is one of the industries where customer-brand relationships are essential, and consumer insights provide an advantage to the companies in the market. Digitalization and the popularity of online platforms make understanding consumers' reactions essential for brands. This study aims to evaluate the airline market from a sentiment perspective using online reviews. Unlike studies that examine the subject in specific sub-contexts, a comprehensive approach is presented that also addresses different airline types regions and user characteristics. The study follows a research framework consisting of three main sections: review, airlines, and passengers. For this purpose, 124.280 reviews from 210 airlines are collected from Skytrax's online review website. Using “Emotion English DistilRoBERTa-base”, a transformative model for sentiment analysis, seven sentiment categories were evaluated based on airline types, airline regions, user travel types, user travel classes and user review rating categories. The study reveals the fundamental patterns of sentiment categories across the framework and highlights the critical role of sentiments in the market environment and user-brand communication.

Keywords

Kaynakça

  1. Abbas, N., Ashiq, U. ve Abbas, A. (2020). “Training and employee performance: Mediating role of job satisfaction in civil society organizations of Pakistan”. Journal of Accounting and Finance in Emerging Economies, 6 (4), 1041-1050.
  2. Ahmad, A., Salleh, A. M. M., Omar, K., Bakar, K. A., ve Sha’arani, K. A. W. (2018). “The Impact of Leadership Styles and Stress on Employee Turover Intention in Terengganu Hotel Community”. International Journal of Engineering & Technology, 7 (3.21), 38.
  3. Aksoy, B. (2008). The relationship between paternalistic leadership, empowerment and turnover intention: An empirical study. [Yüksek Lisans Tezi, Marmara Üniversitesi, Sosyal Bilimler Enstitüsü]. İstanbul
  4. Altaş, S. S. ve Çekmecelioğlu, H. G. (2007). “İş Tatmini, Örgütsel Bağlilik ve Örgütsel Vatandaşlik Davranişinin İş Performansi Üzerindeki Etkileri: Bir Araştirma”. Öneri Dergisi, 7 (28), 47-57.
  5. Applebaum, D., Fowler, S., Fiedler, N., Osinubi, O. ve Robson, M. (2010). “The impact of environmental factors on nursing stress, job satisfaction, and turnover intention”. JONA: The Journal of Nursing Administration, 40 (7/8), 323-328.
  6. Arifin, Z., Nirwanto, N. ve Manan, A. (2019). “Improving the effect of work satisfaction on job performance through employee engagement”. International Journal of Multi-Discipline Science (IJ-MDS), 2 (1), 1-9.
  7. Aruoren, E. E. (2020). “Job satisfaction and paternalistic leadership behaviour”. Journal of Social and Management Sciences, 15 (1), 58-67.
  8. Aycan, Z. (2001a). “Human resource management in Turkey: Current issues and future challenges”. International Journal of Manpower, 22 (3), 252-260.

Ayrıntılar

Birincil Dil

İngilizce

Konular

Günlük Yaşam ve Tüketim

Bölüm

Araştırma Makalesi

Erken Görünüm Tarihi

29 Mayıs 2025

Yayımlanma Tarihi

31 Mayıs 2025

Gönderilme Tarihi

2 Ekim 2024

Kabul Tarihi

15 Mart 2025

Yayımlandığı Sayı

Yıl 2025 Sayı: 22

Kaynak Göster

APA
Pınarbaşı, F. (2025). Deciphering the Airline Customers Emotions Landscape: A Sentiment Analysis on Online Reviews. Erzurum Teknik Üniversitesi Sosyal Bilimler Enstitüsü Dergisi, 22, 73-93. https://doi.org/10.29157/etusbed.1560132

Creative Commons License

ETÜSBED, Creative Commons Atıf-GayriTicari 4.0 Uluslararası Lisansı ile lisanslanmıştır.


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