Vol. 11 No. 3 (2023): Business & Management Studies: An International Journal
Articles

Decoding the nexus of digital transformation and dynamic capabilities through harmonic centrality in the aviation sector

Ayşe Aslı Yılmaz
Assist. Prof. Dr., Atilim University, Ankara, Turkey
Şule Tuzlukaya
Assoc. Prof. Dr., Atilim University, Ankara, Turkey

Published 2023-09-24

Keywords

  • Dijital Dönüşüm, Dinamik Kabiliyet, Harmonik Merkezilik, Ağ Analizi, NetworkX
  • Digital Transformation, Dynamic Capabilities, Harmonic Centrality, Network Analysis, NetworkX

How to Cite

Yılmaz, A. A., & Tuzlukaya, Şule. (2023). Decoding the nexus of digital transformation and dynamic capabilities through harmonic centrality in the aviation sector. Business & Management Studies: An International Journal, 11(3), 1191–1205. https://doi.org/10.15295/bmij.v11i3.2267

Abstract

The aviation sector benefits from the rise of Society 5.0 and the onset of digital transformation. These developments offer distinct prospects for improving employee well-being, quality, and retention, all while simultaneously providing societal value. This research's primary objective is to investigate digitalisation's effects on dynamic capacities in the aviation industry, with a special emphasis on airport operations. By using the analytical skills of network analysis, this study examines the significance of network analysis in comprehending the impacts of digital transformation on dynamic capacities. The primary research question examines the potential use of network analysis to get a deeper understanding of the impact of digital transformation on dynamic capacities. The study utilises Harmonic Centrality, a centrality measure derived from network research, and implements it using the NetworkX library based on the Python programming language. The study is carried out at Esenboğa Airport, located in Ankara, Turkey, with a specific focus on airport management, a crucial aspect of the aviation sector. Using network analysis in conjunction with Harmonic Centrality offers a great methodology for understanding the influence of digital transformation on dynamic capacities, hence becoming a noteworthy addition to this scholarly article.

KEYWORDS Digital Transformation, Dynamic Capabilities, Harmonic Centrality, Network Analysis, NetworkX

 

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References

  1. Ahmadian, A. (2019). The role of networks in the intellectual capital of airport operators. Journal of Air Transport Management, 74, 1-8.
  2. Al-Taie, M. Z., & Kadry, S. (2017). Theoretical Concepts of Network Analysis. In: Python for Graph and Network Analysis. Advanced Information and Knowledge Processing. Springer, Cham. https://doi.org/10.1007/978-3-319-53004-8_1
  3. Boehe, D. M., & Cruz, L. B. (2021). Industry 5.0: Characteristics, challenges, and research agenda. Journal of Business Research, 135, 541-553.
  4. Boldi, P., & Vigna, S. (2013). Axioms for Centrality. Internet Mathematics, 10. 10.1080/15427951.2013.865686.
  5. Brettel, M., Friederichsen, N., Keller, M., & Rosenberg, M. (2014). How virtualization, decentralization and network building change the manufacturing landscape: An Industry 4.0 perspective. International Journal of Mechanical, Industrial Science and Engineering, 8(1), 37-44.
  6. Cordella, A., & Hesse, J. (2015). E-government in the Making: An Actor Network Perspective. Transforming Government: People, Process and Policy, 9, 104-125. 10.1108/TG-02-2014-0006.
  7. Cordella, A., & Hesse, M. (2015). A taxonomy of networked research collaboration in small-and medium-sized enterprises. Journal of Small Business Management, 53(4), 1050-1071.
  8. Davenport, T. H. (2018). The rise of the digital economy. Journal of Information Technology, 33(2), 113-118.
  9. Edvinsson, L., & Malone, M. S. (1997). Intellectual capital: Realizing your company's true value by finding its hidden brainpower. HarperCollins.
  10. Giniuniene, J., & Jurksiene, L. (2015). Dynamic Capabilities, Innovation, and Organizational Learning: Interrelations and Impact on Firm Performance. Procedia - Social and Behavioral Sciences, 213, 985-991. 10.1016/j.sbspro.2015.11.515.
  11. Giniuniene, J., & Jurksiene, L. (2015). Dynamic capabilities in developing new products: The mediating role of intellectual capital. Intellectual Economics, 9(1), 30-39.
  12. Goldenberg, J. (2019). Network centrality: Theoretical foundations and implications for practical application. Journal of Business Research, 103, 39-55.
  13. Graham, A. (2020). Managing airports: An international perspective. Routledge.
  14. Große, E. (2019). The regional economic impact of airports: Evidence from Germany. Transport Policy, 84, 85-99.
  15. Kopalle, P. K., Lehmann, D. R., & Farley, J. U. (2020). Brick and mortar in the digital age: Insights and research directions. Journal of Marketing, 84(3), 62-80.
  16. Kopalle, P. K., Kumar, V., & Subramaniam, M. (2020). How legacy firms can embrace the digital ecosystem via digital customer orientation. Journal of the Academy of Marketing Science, 48, 114–131. https://doi.org/10.1007/s11747-019-00694-2
  17. Latora, V., & Marchiori, M. (2001). Efficient Behavior of Small-World Networks. Physical Review Letters, 87, 198701. 10.1103/PhysRevLett.87.198701.
  18. Leonardi, P. M., & Treem, J. W. (2020). Behavioral Visibility: A new paradigm for organization studies in the age of digitization, digitalization, and datafication. Organization Studies, 41(12), 1601–1625. https://doi.org/10.1177/0170840620970728
  19. Leonardi, P. M., & Treem, J. W. (2020). Paradoxes of leading digital transformation: A leadership paradox framework and agenda for future research. Journal of Leadership & Organizational Studies, 27(3), 252-271.
  20. Linss, T., & Fried, A. (2010). Networks and intellectual capital: The role of social capital in the acquisition of venture capital and seed money in the biotechnology industry. Journal of Intellectual Capital, 11(1), 20-36.
  21. Linss, V., & Fried, A. (2010). The ADVIAN® classification - A new classification approach for the rating of impact factors. Technological Forecasting and Social Change, 77, 110-119. 10.1016/j.techfore.2009.05.002.
  22. Marchiori, M., & Latora, M. (2000). Harmonic centrality measure. Physical Review E, 62(2), 2202.
  23. Marchiori, M., & Latora, V. (2000). Harmony in the small-world. Physica A: Statistical Mechanics and its Applications, 285(3-4), 539-546.
  24. Marchiori, M., & Latora, V. (2000). Harmony in the small-world. Physical Review Letters, 85(16), 3193-3196.
  25. Marchiori, M., & Latora, V. (2001). Harmonic centrality: A new centrality measure for weighted networks. Physica A: Statistical Mechanics and its Applications, 314(1-4), 537-550.
  26. Rogers, D. L. (2016). Digital transformation and the digital ecosystem. Journal of Digital & Social Media Marketing, 4(4), 291-299.
  27. Roorda, C., Buijs, P., Bouwman, W., & de Reuver, M. (2019). Architecting aviation ecosystems: A cross-sectional analysis of airports and airlines. Journal of Air Transport Management, 75, 55-70.
  28. Teece, D. J., Pisano, G., & Shuen, A. (1997). Dynamic Capabilities and Strategic Management. Strategic Management Journal, 18, 509-533. http://dx.doi.org/10.1002/(SICI)1097-0266(199708)18:7<509::AID-SMJ882>3.0.CO;2-Z
  29. Vignery, V., & Laurier, W. (2020). Harmonic centrality: An alternative to closeness centrality for measuring relative node centrality in disconnected graphs. PLoS ONE, 15(6), e023,3077.
  30. Von Tunzelmann, N. (2004). Network alignment in the catching-up economies of Europe. In F. McGowan, R. Slavo, & N. von Tunzelmann (Eds.), The emerging industrial structure of the wider Europe (pp. 24-40). Routledge.
  31. Wasono, L. W., Mihardjo, Sasmoko, & Alamsyah, F. (2022). Boosting the Firm Transformation in Industry 5.0: Experience-Agility Innovation Model. International Journal of Recent Technology and Engineering.
  32. Wilden, R., Devinney, T. M., & Dowling, G. R. (2013). The architecture of dynamic capability research: Identifying the building blocks of a configurational approach. Journal of Management, 39(4), 879-901.
  33. Wilden, R., Gudergan, S., Nielsen, B., & Lings, I. (2013). Dynamic Capabilities and Performance: Strategy, Structure, and Environment. Long Range Planning, 46, 72-96. 10.1016/j.lrp.2012.12.001.
  34. Wu, S. H., Lin, L., & Hsu, M. Y. (2007). Intellectual Capital, Dynamic Capabilities, and Innovative Performance of Organizations. International Journal of Technology Management, 39. 10.1504/IJTM.2007.013496.
  35. Wu, W. W., Lee, Y. T., & Chen, Y. W. (2007). Developing global intellectual capital index with linguistic variables. Intellectual Economics, 1(2), 187-197.