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Using Twitter network to detect market segments in the airline industry

Author

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  • Punel, Aymeric
  • Ermagun, Alireza

Abstract

The use of social media is increasingly considered a state-of-the-art practice for marketing campaigns. Researchers have investigated various social networks and media platforms to capture the behavior and characteristics of customers. This paper analyzes the official Twitter account of an airline company, Air New Zealand, to explore its market segments. To detect the communities of customers, we develop a network clustering method, which reveals the community classes of the network, along with a text mining analysis on each community detected by the cluster analysis. The results of the network analysis demonstrate that the social network of customers in the airline industry follows Pareto's principle that is similar to scale free networks. The findings of network clustering indicate Air New Zealand is essentially followed by New Zealand citizens. The local accounts are categorized into four communities: (1) lambda New Zealand citizens, (2) management, marketing, and digital media companies, (3) tourism and dining sectors, and (4) New Zealand sport players; while the global accounts fall into two communities: (1) worldwide celebrities and (2) the travel and aviation industry. The community detection method developed in this research is beneficial for marketing and customer strategy purposes as it enables airline companies to detect the categories of passengers interested into the brand. It also allows them to identify the potential sources for advertising by seeking out exceptionally connected customers who have high degrees of centrality.

Suggested Citation

  • Punel, Aymeric & Ermagun, Alireza, 2018. "Using Twitter network to detect market segments in the airline industry," Journal of Air Transport Management, Elsevier, vol. 73(C), pages 67-76.
  • Handle: RePEc:eee:jaitra:v:73:y:2018:i:c:p:67-76
    DOI: 10.1016/j.jairtraman.2018.08.004
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    References listed on IDEAS

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    Cited by:

    1. Heiets, Iryna & La, Jiezhuoma & Zhou, Wenhui & Xu, Shaoxin & Wang, Xingyue & Xu, Yuchen, 2022. "Digital transformation of airline industry," Research in Transportation Economics, Elsevier, vol. 92(C).
    2. Seungju Nam & Chunghun Ha & Hyun Cheol Lee, 2018. "Redesigning In-Flight Service with Service Blueprint Based on Text Analysis," Sustainability, MDPI, vol. 10(12), pages 1-21, November.
    3. Becken, Susanne & Stantic, Bela & Chen, Jinyan & Connolly, Rod M., 2022. "Twitter conversations reveal issue salience of aviation in the broader context of climate change," Journal of Air Transport Management, Elsevier, vol. 98(C).
    4. Thomas J. Sargent & John Stachurski, 2022. "Economic Networks: Theory and Computation," Papers 2203.11972, arXiv.org, revised Jul 2022.
    5. Schmalz, Ulrike & Ringbeck, Jürgen & Spinler, Stefan, 2021. "Door-to-door air travel: Exploring trends in corporate reports using text classification models," Technological Forecasting and Social Change, Elsevier, vol. 170(C).
    6. 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.

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