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Computational Linguistic and SNA to Classify and Prevent Systemic Risk in the Colombian Banking Industry

Author

Listed:
  • Luis G. Moreno Sandoval

    (Pontificia Universidad Javeriana, Colombia)

  • Liliana M. Pantoja Rojas

    (Universidad Distrital Francisco José de Caldas, Colombia)

  • Alexandra Pomares-Quimbaya

    (Pontifica Universidad Javeriana, Colombia)

  • Luis Antonio Orozco

    (Universidad Externado de Colombia, Colombia)

Abstract

The banking sector has been one of the first to identify the importance of social media analysis to understand customers' needs to offer new services, segment the market, build customer loyalty, or understand their requests. Users of Social Networking Sites (SNS) have interactions that can be analyzed to understand the relationships between people and organizations in terms of structural positions and sentiment analysis according to their expectations, opinions, evaluations, or judgments, what can be called collective subjectivity. To understand this dynamic, this study performs a social network analysis combined with computational linguistics through opinion mining to detect communities, understand structural relationships, and manage a Colombian case study's reputation and systemic risk in the banking industry. Finagro and BancoAgrario are the network leaders in both centralities, most of the main actors have a negative polarity, and MinHacienda and cutcolombia with totally different orientations appear in all methods.

Suggested Citation

  • Luis G. Moreno Sandoval & Liliana M. Pantoja Rojas & Alexandra Pomares-Quimbaya & Luis Antonio Orozco, 2023. "Computational Linguistic and SNA to Classify and Prevent Systemic Risk in the Colombian Banking Industry," International Journal of E-Business Research (IJEBR), IGI Global, vol. 19(1), pages 1-20, January.
    • Handle: RePEc:igg:jebr00:v:19:y:2023:i:1:p:1-20
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    References listed on IDEAS

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    1. Kawaljeet Kaur Kapoor & Kuttimani Tamilmani & Nripendra P. Rana & Pushp Patil & Yogesh K. Dwivedi & Sridhar Nerur, 2018. "Advances in Social Media Research: Past, Present and Future," Information Systems Frontiers, Springer, vol. 20(3), pages 531-558, June.
    2. Dan-Cristian Dabija & Lavinia Lung, 2019. "Millennials Versus Gen Z: Online Shopping Behaviour in an Emerging Market," Springer Proceedings in Business and Economics, in: Sebastian Văduva & Ioan Fotea & Lois P. Văduva & Randolph Wilt (ed.), Applied Ethics for Entrepreneurial Success: Recommendations for the Developing World, chapter 0, pages 1-18, Springer.
    3. Munar, Ana María & Jacobsen, Jens Kr. Steen, 2014. "Motivations for sharing tourism experiences through social media," Tourism Management, Elsevier, vol. 43(C), pages 46-54.
    4. Abosag, Ibrahim & Ramadan, Zahy B. & Baker, Tom & Jin, Zhongqi, 2020. "Customers' need for uniqueness theory versus brand congruence theory: The impact on satisfaction with social network sites," Journal of Business Research, Elsevier, vol. 117(C), pages 862-872.
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