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Application of structural topic modeling in a literature review of air transport

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  • Park, So-Young
  • Wang, Xinchen
  • Oh, Yeeun
  • Hong, Soo-Min
  • Woo, Su-Han

Abstract

The aviation industry is highly susceptible to external environmental changes, including pandemics, conflicts, climate shifts, and economic fluctuations. Academic journals have adapted swiftly to address these challenges. Although significant academic efforts have provided valuable insights into air transportation, a comprehensive review with a large sample size was imperative. This study employed structural topic modeling (STM) to analyze 2,947 articles published in 55 journals between January 2000 and June 2023, offering an initial overview of the intellectual landscape of air transport research. The results identified and suggested 12 distinct topics in air transport research. It revealed the underlying research subthemes within each topic and discerned topic trends and latent relationships through prevalence and correlation analysis. This study contributes to the field in three key ways by: (1) introducing STM to air transport research, (2) pioneering a comprehensive review that covers all research topics in the aviation field, and (3) providing a valuable tool for understanding the current academic focus and identifying new research issues.

Suggested Citation

  • Park, So-Young & Wang, Xinchen & Oh, Yeeun & Hong, Soo-Min & Woo, Su-Han, 2025. "Application of structural topic modeling in a literature review of air transport," Journal of Air Transport Management, Elsevier, vol. 122(C).
    • Handle: RePEc:eee:jaitra:v:122:y:2025:i:c:s096969972400173x
    DOI: 10.1016/j.jairtraman.2024.102708
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    as
    1. Lee, Wen-Kuei, 2006. "Risk assessment modeling in aviation safety management," Journal of Air Transport Management, Elsevier, vol. 12(5), pages 267-273.
    2. Tsafarakis, Stelios & Kokotas, Theodosios & Pantouvakis, Angelos, 2018. "A multiple criteria approach for airline passenger satisfaction measurement and service quality improvement," Journal of Air Transport Management, Elsevier, vol. 68(C), pages 61-75.
    3. Li, Max Z. & Ryerson, Megan S., 2019. "Reviewing the DATAS of aviation research data: Diversity, availability, tractability, applicability, and sources," Journal of Air Transport Management, Elsevier, vol. 75(C), pages 111-130.
    4. Fageda, Xavier & Jiménez, Juan Luis & Perdiguero, Jordi, 2011. "Price rivalry in airline markets: a study of a successful strategy of a network carrier against a low-cost carrier," Journal of Transport Geography, Elsevier, vol. 19(4), pages 658-669.
    5. Yang, Yang & Zhang, Carol X. & Rickly, Jillian M., 2021. "A review of early COVID-19 research in tourism: Launching the Annals of Tourism Research's Curated Collection on coronavirus and tourism1," Annals of Tourism Research, Elsevier, vol. 91(C).
    6. Rose, Rodrigo L. & Puranik, Tejas G. & Mavris, Dimitri N. & Rao, Arjun H., 2022. "Application of structural topic modeling to aviation safety data," Reliability Engineering and System Safety, Elsevier, vol. 224(C).
    7. Hofer, Christian & Windle, Robert J. & Dresner, Martin E., 2008. "Price premiums and low cost carrier competition," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 44(5), pages 864-882, September.
    8. Jung, Se-Yeon & Yoo, Kwang-Eui, 2014. "Passenger airline choice behavior for domestic short-haul travel in South Korea," Journal of Air Transport Management, Elsevier, vol. 38(C), pages 43-47.
    9. Wang, Stephen W. & Kao, Grace Hsiu-Ying & Ngamsiriudom, Waros, 2017. "Consumers' attitude of endorser credibility, brand and intention with respect to celebrity endorsement of the airline sector," Journal of Air Transport Management, Elsevier, vol. 60(C), pages 10-17.
    10. Margaret E. Roberts & Brandon M. Stewart & Edoardo M. Airoldi, 2016. "A Model of Text for Experimentation in the Social Sciences," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 111(515), pages 988-1003, July.
    11. de Oliveira, Renan Peres & Lohmann, Gui & Oliveira, Alessandro V.M., 2022. "A systematic review of the literature on air transport networks (1973-2021)," Journal of Air Transport Management, Elsevier, vol. 103(C).
    12. Grampella, Mattia & Martini, Gianmaria & Scotti, Davide & Zambon, Giovanni, 2016. "The factors affecting pollution and noise environmental costs of the current aircraft fleet: An econometric analysis," Transportation Research Part A: Policy and Practice, Elsevier, vol. 92(C), pages 310-325.
    13. Zeigler, Patrick & Pagliari, Romano & Suau-Sanchez, Pere & Malighetti, Paolo & Redondi, Renato, 2017. "Low-cost carrier entry at small European airports: Low-cost carrier effects on network connectivity and self-transfer potential," Journal of Transport Geography, Elsevier, vol. 60(C), pages 68-79.
    14. Salesi, Vinolia Kilinaivoni & Kan Tsui, Wai Hong & Fu, Xiaowen & Gilbey, Andrew, 2022. "Strategies for South Pacific Region to address future pandemics: Implications for the aviation and tourism sectors based on a systematic literature review (2010–2021)," Transport Policy, Elsevier, vol. 125(C), pages 107-126.
    15. Sun, Xiaoqian & Wandelt, Sebastian & Zheng, Changhong & Zhang, Anming, 2021. "COVID-19 pandemic and air transportation: Successfully navigating the paper hurricane," Journal of Air Transport Management, Elsevier, vol. 94(C).
    16. Gualini, Andrea & Zou, Li & Dresner, Martin, 2023. "Airline strategies during the pandemic: What worked?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 170(C).
    17. Ryerson, Megan S. & Hansen, Mark & Bonn, James, 2014. "Time to burn: Flight delay, terminal efficiency, and fuel consumption in the National Airspace System," Transportation Research Part A: Policy and Practice, Elsevier, vol. 69(C), pages 286-298.
    18. Bubalo, Branko & Gaggero, Alberto A., 2015. "Low-cost carrier competition and airline service quality in Europe," Transport Policy, Elsevier, vol. 43(C), pages 23-31.
    19. Caputo, Andrea & Pizzi, Simone & Pellegrini, Massimiliano M. & Dabić, Marina, 2021. "Digitalization and business models: Where are we going? A science map of the field," Journal of Business Research, Elsevier, vol. 123(C), pages 489-501.
    20. Cavusoglu, Sabriye Sera & Macário, Rosário, 2021. "Minimum delay or maximum efficiency? Rising productivity of available capacity at airports: Review of current practice and future needs," Journal of Air Transport Management, Elsevier, vol. 90(C).
    21. Zhang, Anming & Zhang, Yimin, 2010. "Airport capacity and congestion pricing with both aeronautical and commercial operations," Transportation Research Part B: Methodological, Elsevier, vol. 44(3), pages 404-413, March.
    22. Farzadnia, Siavash & Raeesi Vanani, Iman, 2022. "Identification of opinion trends using sentiment analysis of airlines passengers' reviews," Journal of Air Transport Management, Elsevier, vol. 103(C).
    23. Tavassoli, Mohammad & Faramarzi, Gholam Reza & Farzipoor Saen, Reza, 2014. "Efficiency and effectiveness in airline performance using a SBM-NDEA model in the presence of shared input," Journal of Air Transport Management, Elsevier, vol. 34(C), pages 146-153.
    24. Oliveira, Alessandro V.M., 2008. "An empirical model of low-cost carrier entry," Transportation Research Part A: Policy and Practice, Elsevier, vol. 42(4), pages 673-695, May.
    25. Muhammad Farrukh & Fanchen Meng & Yihua Wu & Kalsoom Nawaz, 2020. "Twenty‐eight years of business strategy and the environment research: A bibliometric analysis," Business Strategy and the Environment, Wiley Blackwell, vol. 29(6), pages 2572-2582, September.
    26. González-Albo, Borja & Bordons, María, 2011. "Articles vs. proceedings papers: Do they differ in research relevance and impact? A case study in the Library and Information Science field," Journal of Informetrics, Elsevier, vol. 5(3), pages 369-381.
    27. Lee, Kiljae & Yu, Chunyan, 2018. "Assessment of airport service quality: A complementary approach to measure perceived service quality based on Google reviews," Journal of Air Transport Management, Elsevier, vol. 71(C), pages 28-44.
    28. Chin, Anthony T.H. & Zhang, Peng, 2013. "Carbon emission allocation methods for the aviation sector," Journal of Air Transport Management, Elsevier, vol. 28(C), pages 70-76.
    29. Gajewicz, Šukasz & Walaszczyk, Ewa & Nadolny, Michał & Nowosielski, Krzysztof, 2022. "Criteria of quality assessment of regional airport services - A very last picture before the COVID-19 pandemic," Journal of Air Transport Management, Elsevier, vol. 103(C).
    30. Zhang, Linfeng & Yang, Hangjun & Wang, Kun & Bian, Lei & Zhang, Xian, 2021. "The impact of COVID-19 on airline passenger travel behavior: An exploratory analysis on the Chinese aviation market," Journal of Air Transport Management, Elsevier, vol. 95(C).
    31. Bachwich, Alexander R. & Wittman, Michael D., 2017. "The emergence and effects of the ultra-low cost carrier (ULCC) business model in the U.S. airline industry," Journal of Air Transport Management, Elsevier, vol. 62(C), pages 155-164.
    32. Dixit, Aasheesh & Jakhar, Suresh Kumar, 2021. "Airport capacity management: A review and bibliometric analysis," Journal of Air Transport Management, Elsevier, vol. 91(C).
    33. Joanna Sterling & John T. Jost & Curtis D. Hardin, 2019. "Liberal and Conservative Representations of the Good Society: A (Social) Structural Topic Modeling Approach," SAGE Open, , vol. 9(2), pages 21582440198, May.
    34. Makarowski, Ryszard & Makarowski, Piotr & Smolicz, Tomasz & Plopa, Mieczysław, 2016. "Risk profiling of airline pilots: Experience, temperamental traits and aggression," Journal of Air Transport Management, Elsevier, vol. 57(C), pages 298-305.
    35. Pooja Goel & Aashish Garg & Nidhi Walia & Rajwinder Kaur & Mehak Jain & Simarjeet Singh, 2022. "Contagious diseases and tourism: a systematic review based on bibliometric and content analysis methods," Quality & Quantity: International Journal of Methodology, Springer, vol. 56(5), pages 3085-3110, October.
    36. Adler, Nicole & Smilowitz, Karen, 2007. "Hub-and-spoke network alliances and mergers: Price-location competition in the airline industry," Transportation Research Part B: Methodological, Elsevier, vol. 41(4), pages 394-409, May.
    37. Keiser, Dennis & Schnoor, Lars Henrik & Pupkes, Birte & Freitag, Michael, 2023. "Life cycle assessment in aviation: A systematic literature review of applications, methodological approaches and challenges," Journal of Air Transport Management, Elsevier, vol. 110(C).
    38. Kim, Myeonghyeon & Park, Sunwook, 2021. "Airport and route classification by modelling flight delay propagation," Journal of Air Transport Management, Elsevier, vol. 93(C).
    39. Koo, Tay T.R. & Hossein Rashidi, Taha & Park, Jin-Woo & Wu, Cheng-Lung & Tseng, Wen-Chun, 2017. "The effect of enhanced international air access on the demand for peripheral tourism destinations: Evidence from air itinerary choice behaviour of Korean visitors to Australia," Transportation Research Part A: Policy and Practice, Elsevier, vol. 106(C), pages 116-129.
    40. Luojia Wang & Kerui Du & Bin Fang & Rob Law, 2023. "Escape from air pollution: How does air quality in the place of residence shape tourism consumption?," Tourism Economics, , vol. 29(4), pages 1074-1099, June.
    41. Ginieis, Matías & Sánchez-Rebull, María-Victoria & Campa-Planas, Fernando, 2012. "The academic journal literature on air transport: Analysis using systematic literature review methodology," Journal of Air Transport Management, Elsevier, vol. 19(C), pages 31-35.
    42. Ferrer-Rosell, Berta & Martínez-Garcia, Esther & Coenders, Germà, 2014. "Package and no-frills air carriers as moderators of length of stay," Tourism Management, Elsevier, vol. 42(C), pages 114-122.
    43. Tanrıverdi, Gökhan & Bakır, Mahmut & Merkert, Rico, 2020. "What can we learn from the JATM literature for the future of aviation post Covid-19? - A bibliometric and visualization analysis," Journal of Air Transport Management, Elsevier, vol. 89(C).
    44. Torija, Antonio J. & Self, Rod H., 2018. "Aircraft classification for efficient modelling of environmental noise impact of aviation," Journal of Air Transport Management, Elsevier, vol. 67(C), pages 157-168.
    45. Bai, Xiwen & Zhang, Xiunian & Li, Kevin X. & Zhou, Yaoming & Yuen, Kum Fai, 2021. "Research topics and trends in the maritime transport: A structural topic model," Transport Policy, Elsevier, vol. 102(C), pages 11-24.
    46. Kafle, Nabin & Zou, Bo, 2016. "Modeling flight delay propagation: A new analytical-econometric approach," Transportation Research Part B: Methodological, Elsevier, vol. 93(PA), pages 520-542.
    47. Tamakloe, Reuben & Park, Dongjoo, 2023. "Discovering latent topics and trends in autonomous vehicle-related research: A structural topic modelling approach," Transport Policy, Elsevier, vol. 139(C), pages 1-20.
    48. Bakır, Mahmut & Özdemir, Emircan & Akan, Şahap & Atalık, Özlem, 2022. "A bibliometric analysis of airport service quality," Journal of Air Transport Management, Elsevier, vol. 104(C).
    49. Madas, Michael A. & Zografos, Konstantinos G., 2010. "Airport slot allocation: a time for change?," Transport Policy, Elsevier, vol. 17(4), pages 274-285, August.
    50. Reuben Tamakloe & Dongjoo Park & Hyunho Chang, 2022. "Discovering research topics, trends, and perspectives in COVID-19-related transportation journal articles," International Journal of Urban Sciences, Taylor & Francis Journals, vol. 26(4), pages 710-738, October.
    51. Bendinelli, William E. & Bettini, Humberto F.A.J. & Oliveira, Alessandro V.M., 2016. "Airline delays, congestion internalization and non-price spillover effects of low cost carrier entry," Transportation Research Part A: Policy and Practice, Elsevier, vol. 85(C), pages 39-52.
    52. Dobruszkes, Frédéric & Efthymiou, Marina, 2020. "When environmental indicators are not neutral: Assessing aircraft noise assessment in Europe," Journal of Air Transport Management, Elsevier, vol. 88(C).
    53. Jamie Fairbrother & Konstantinos G. Zografos & Kevin D. Glazebrook, 2020. "A Slot-Scheduling Mechanism at Congested Airports that Incorporates Efficiency, Fairness, and Airline Preferences," Transportation Science, INFORMS, vol. 54(1), pages 115-138, January.
    54. Janic, Milan, 2000. "An assessment of risk and safety in civil aviation," Journal of Air Transport Management, Elsevier, vol. 6(1), pages 43-50.
    55. Graham, Anne, 2013. "Understanding the low cost carrier and airport relationship: A critical analysis of the salient issues," Tourism Management, Elsevier, vol. 36(C), pages 66-76.
    56. Lu, Wen-Min & Wang, Wei-Kang & Hung, Shiu-Wan & Lu, En-Tzu, 2012. "The effects of corporate governance on airline performance: Production and marketing efficiency perspectives," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 48(2), pages 529-544.
    57. Lucini, Filipe R. & Tonetto, Leandro M. & Fogliatto, Flavio S. & Anzanello, Michel J., 2020. "Text mining approach to explore dimensions of airline customer satisfaction using online customer reviews," Journal of Air Transport Management, Elsevier, vol. 83(C).
    58. Wong, D.K.Y. & Pitfield, D.E. & Caves, R.E. & Appleyard, A.J., 2006. "Quantifying and characterising aviation accident risk factors," Journal of Air Transport Management, Elsevier, vol. 12(6), pages 352-357.
    59. Kuljanin, Jovana & Kalić, Milica & Caggiani, Leonardo & Ottomanelli, Michele, 2019. "A comparative efficiency and productivity analysis: Implication to airlines located in Central and South-East Europe," Journal of Air Transport Management, Elsevier, vol. 78(C), pages 152-163.
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