IDEAS home Printed from https://ideas.repec.org/a/rnd/arimbr/v15y2023i4p564-576.html
   My bibliography  Save this article

A Study on Sentiment Analysis on Airline Quality Services: A Conceptual Paper

Author

Listed:
  • Sheema Liza Idris
  • Masurah Mohamad

Abstract

Airline quality service is crucial for airlines to remain competitive in the industry. The quality of the services of these airlines must meet customer satisfaction and other aspects of the overall service experience. The levels of service quality in an airline service may impact satisfaction and loyalty which may influence customer sentiment. Concerning the importance of airline quality service, customer sentiment towards the service must be investigated and one of the ways to analyze it is by using sentiment analysis. Sentiment analysis is the chosen tool nowadays to analyze comments or reviews made on these services, which may be positive, negative, or neutral. Using sentiment analysis, will not only help potential customers to view the overall sentiment portrayed, but organizations can also use the findings to improve their organization to be more competitive. Thus, this paper will focus on reviewing several recent works related to sentiment analysis as a tool for assisting organizations in assessing the quality of services in the airline industry. As a result, a new framework for assessing the quality of service for the organizations, especially the airline company will be proposed.

Suggested Citation

  • Sheema Liza Idris & Masurah Mohamad, 2023. "A Study on Sentiment Analysis on Airline Quality Services: A Conceptual Paper," Information Management and Business Review, AMH International, vol. 15(4), pages 564-576.
  • Handle: RePEc:rnd:arimbr:v:15:y:2023:i:4:p:564-576
    DOI: 10.22610/imbr.v15i4(SI)I.3638
    as

    Download full text from publisher

    File URL: https://ojs.amhinternational.com/index.php/imbr/article/view/3638/2364
    Download Restriction: no

    File URL: https://ojs.amhinternational.com/index.php/imbr/article/view/3638
    Download Restriction: no

    File URL: https://libkey.io/10.22610/imbr.v15i4(SI)I.3638?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Park, Jin-Woo & Robertson, Rodger & Wu, Cheng-Lung, 2004. "The effect of airline service quality on passengers’ behavioural intentions: a Korean case study," Journal of Air Transport Management, Elsevier, vol. 10(6), pages 435-439.
    2. Farooq, Muhammad Shoaib & Salam, Maimoona & Fayolle, Alain & Jaafar, Norizan & Ayupp, Kartinah, 2018. "Impact of service quality on customer satisfaction in Malaysia airlines: A PLS-SEM approach," Journal of Air Transport Management, Elsevier, vol. 67(C), pages 169-180.
    3. Achmad Supriyanto & Bambang Budi Wiyono & Burhanuddin Burhanuddin, 2021. "Effects of service quality and customer satisfaction on loyalty of bank customers," Cogent Business & Management, Taylor & Francis Journals, vol. 8(1), pages 1937847-193, January.
    4. Hongyu Han & Yongshi Zhang & Jianpei Zhang & Jing Yang & Xiaomei Zou, 2018. "Improving the performance of lexicon-based review sentiment analysis method by reducing additional introduced sentiment bias," PLOS ONE, Public Library of Science, vol. 13(8), pages 1-11, August.
    5. Minh-Tri Ha & Giang-Do Nguyen & Bao-Son Doan, 2023. "Understanding the mediating effect of switching costs on service value, quality, satisfaction, and loyalty," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-14, December.
    6. Georgiadou, Elena & Angelopoulos, Spyros & Drake, Helen, 2020. "Big data analytics and international negotiations: Sentiment analysis of Brexit negotiating outcomes," International Journal of Information Management, Elsevier, vol. 51(C).
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Samanci, Simge & Didem Atalay, Kumru & Bahar Isin, Feride, 2021. "Focusing on the big picture while observing the concerns of both managers and passengers in the post-covid era," Journal of Air Transport Management, Elsevier, vol. 90(C).
    2. Dissakoon Chonsalasin & Sajjakaj Jomnonkwao & Vatanavongs Ratanavaraha, 2020. "Key Determinants of Airline Loyalty Modeling in Thailand," Sustainability, MDPI, vol. 12(10), pages 1-17, May.
    3. Maria Grazia Bellizzi & Luigi dell’Olio & Laura Eboli & Carmen Forciniti & Gabriella Mazzulla, 2020. "Passengers’ Expectations on Airlines’ Services: Design of a Stated Preference Survey and Preliminary Outcomes," Sustainability, MDPI, vol. 12(11), pages 1-14, June.
    4. Patricia Lippitt & Nadine Itani & John F. O’Connell & David Warnock-Smith & Marina Efthymiou, 2023. "Investigating Airline Service Quality from a Business Traveller Perspective through the Integration of the Kano Model and Importance–Satisfaction Analysis," Sustainability, MDPI, vol. 15(8), pages 1-18, April.
    5. Prentice, Catherine & Kadan, Mariam, 2019. "The role of airport service quality in airport and destination choice," Journal of Retailing and Consumer Services, Elsevier, vol. 47(C), pages 40-48.
    6. Bellizzi, Maria Grazia & dell’Olio, Luigi & Eboli, Laura & Mazzulla, Gabriella, 2021. "Detecting passengers' heterogeneity on airlines’ services using SP data," Journal of Air Transport Management, Elsevier, vol. 96(C).
    7. Koech, Alex Kipkorir & Buyle, Sven & Macário, Rosário, 2023. "Airline brand awareness and perceived quality effect on the attitudes towards frequent-flyer programs and airline brand choice - Moderating effect of frequent-flyer programs," Journal of Air Transport Management, Elsevier, vol. 107(C).
    8. Ayat Zaki Ahmed & Manuel Rodríguez Díaz, 2022. "A Methodology for Machine-Learning Content Analysis to Define the Key Labels in the Titles of Online Customer Reviews with the Rating Evaluation," Sustainability, MDPI, vol. 14(15), pages 1-31, July.
    9. Thowayeb H. Hassan & Amany E. Salem, 2021. "Impact of Service Quality of Low-Cost Carriers on Airline Image and Consumers’ Satisfaction and Loyalty during the COVID-19 Outbreak," IJERPH, MDPI, vol. 19(1), pages 1-16, December.
    10. Yuan, Yalong & Yang, Min & Feng, Tao & Rasouli, Soora & Li, Dawei & Ruan, Xinpei, 2021. "Heterogeneity in passenger satisfaction with air-rail integration services: Results of a finite mixture partial least squares model," Transportation Research Part A: Policy and Practice, Elsevier, vol. 147(C), pages 133-158.
    11. Cano-Marin, Enrique & Mora-Cantallops, Marçal & Sánchez-Alonso, Salvador, 2023. "Twitter as a predictive system: A systematic literature review," Journal of Business Research, Elsevier, vol. 157(C).
    12. Allen, Jaime & Eboli, Laura & Forciniti, Carmen & Mazzulla, Gabriella & Ortúzar, Juan de Dios, 2019. "The role of critical incidents and involvement in transit satisfaction and loyalty," Transport Policy, Elsevier, vol. 75(C), pages 57-69.
    13. Chandra Mahapatra, Subas & Bellamkonda, Raja Shekhar, 2023. "Higher expectations of passengers do really sense: Development and validation a multiple scale-FliQual for air transport service quality," Journal of Retailing and Consumer Services, Elsevier, vol. 70(C).
    14. Sanghoon Lee & Eunil Park & Sang Jib Kwon & Angel P. Del Pobil, 2015. "Antecedents of Behavioral Intention to Use Mobile Telecommunication Services: Effects of Corporate Social Responsibility and Technology Acceptance," Sustainability, MDPI, vol. 7(8), pages 1-15, August.
    15. Chen, Lu & Li, Yong-Quan & Liu, Chih-Hsing, 2019. "How airline service quality determines the quantity of repurchase intention - Mediate and moderate effects of brand quality and perceived value," Journal of Air Transport Management, Elsevier, vol. 75(C), pages 185-197.
    16. Ko, Young Dae & Kwag, Sung Il & Oh, Yonghui, 2020. "An efficient airline seat reallocation algorithm considering customer dissatisfaction," Journal of Air Transport Management, Elsevier, vol. 85(C).
    17. Md Altab Hossin & Jie Du & Lei Mu & Isaac Owusu Asante, 2023. "Big Data-Driven Public Policy Decisions: Transformation Toward Smart Governance," SAGE Open, , vol. 13(4), pages 21582440231, December.
    18. Liou, James J.H. & Tzeng, Gwo-Hshiung, 2007. "A non-additive model for evaluating airline service quality," Journal of Air Transport Management, Elsevier, vol. 13(3), pages 131-138.
    19. Carlos Monteiro & Mara Franco & Raquel Meneses & Rui Alexandre Castanho, 2023. "Customer Co-Creation on Revisiting Intentions: A Focus on the Tourism Sector," Sustainability, MDPI, vol. 15(21), pages 1-22, October.
    20. Myungsook An & Chongho Lee & Yonghwi Noh, 2010. "Risk factors at the travel destination: their impact on air travel satisfaction and repurchase intention," Service Business, Springer;Pan-Pacific Business Association, vol. 4(2), pages 155-166, June.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:rnd:arimbr:v:15:y:2023:i:4:p:564-576. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Muhammad Tayyab (email available below). General contact details of provider: https://ojs.amhinternational.com/index.php/imbr .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.