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Empirical identification of the chief digital officer role: A latent Dirichlet allocation approach

Author

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  • Culasso, Francesca
  • Gavurova, Beata
  • Crocco, Edoardo
  • Giacosa, Elisa

Abstract

This study examines the global demand for Chief Digital Officers (CDOs) to determine a universal CDO archetype in terms of competencies and tasks. It uses Bayesian statistics and Latent Dirichlet Allocation (LDA) topic modeling to measure multiple dimensions in a sample of 518 job postings for CDO positions. Findings show the hybrid nature of newly appointed CDOs, who feature a mixture of both business administration and technological skills. Further, the study highlights the pivotal role of CDOs in terms of strategic change in companies. The study has three major contributions. First, it showcases the value of LDA in job profiling research. Second, it bridges the existing knowledge gaps in CDO literature with empirical evidence from a global dataset and identifies a core CDO profile based on data extracted through LDA. Third, it illustrates the current market requirements for CDO positions, which is useful to both companies and candidates.

Suggested Citation

  • Culasso, Francesca & Gavurova, Beata & Crocco, Edoardo & Giacosa, Elisa, 2023. "Empirical identification of the chief digital officer role: A latent Dirichlet allocation approach," Journal of Business Research, Elsevier, vol. 154(C).
  • Handle: RePEc:eee:jbrese:v:154:y:2023:i:c:s0148296322007561
    DOI: 10.1016/j.jbusres.2022.113301
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    1. AlNuaimi, Bader K. & Kumar Singh, Sanjay & Ren, Shuang & Budhwar, Pawan & Vorobyev, Dmitriy, 2022. "Mastering digital transformation: The nexus between leadership, agility, and digital strategy," Journal of Business Research, Elsevier, vol. 145(C), pages 636-648.
    2. v. Alberti-Alhtaybat, Larissa & Al-Htaybat, Khaldoon & Hutaibat, Khalid, 2019. "A knowledge management and sharing business model for dealing with disruption: The case of Aramex," Journal of Business Research, Elsevier, vol. 94(C), pages 400-407.
    3. Gerth, Anthony B. & Peppard, Joe, 2016. "The dynamics of CIO derailment: How CIOs come undone and how to avoid it," Business Horizons, Elsevier, vol. 59(1), pages 61-70.
    4. de Vasconcelos, José Braga & Kimble, Chris & Carreteiro, Paulo & Rocha, Álvaro, 2017. "The application of knowledge management to software evolution," International Journal of Information Management, Elsevier, vol. 37(1), pages 1499-1506.
    5. Scuotto, Veronica & Magni, Domitilla & Palladino, Rosa & Nicotra, Melita, 2022. "Triggering disruptive technology absorptive capacity by CIOs. Explorative research on a micro-foundation lens," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    6. Wolfgang Ulaga & Werner Reinartz, 2011. "Hybrid Offerings: How Manufacturing Firms Combine Goods and Services Successfully," Post-Print hal-00642039, HAL.
    7. Muninger, Marie-Isabelle & Hammedi, Wafa & Mahr, Dominik, 2019. "The value of social media for innovation: A capability perspective," Journal of Business Research, Elsevier, vol. 95(C), pages 116-127.
    8. Verhoef, Peter C. & Broekhuizen, Thijs & Bart, Yakov & Bhattacharya, Abhi & Qi Dong, John & Fabian, Nicolai & Haenlein, Michael, 2021. "Digital transformation: A multidisciplinary reflection and research agenda," Journal of Business Research, Elsevier, vol. 122(C), pages 889-901.
    9. Lucas, Christopher & Nielsen, Richard A. & Roberts, Margaret E. & Stewart, Brandon M. & Storer, Alex & Tingley, Dustin, 2015. "Computer-Assisted Text Analysis for Comparative Politics," Political Analysis, Cambridge University Press, vol. 23(2), pages 254-277, April.
    10. Weber, Ellen & Büttgen, Marion & Bartsch, Silke, 2022. "How to take employees on the digital transformation journey: An experimental study on complementary leadership behaviors in managing organizational change," Journal of Business Research, Elsevier, vol. 143(C), pages 225-238.
    11. Ostmeier, Esther & Strobel, Maria, 2022. "Building skills in the context of digital transformation: How industry digital maturity drives proactive skill development," Journal of Business Research, Elsevier, vol. 139(C), pages 718-730.
    12. Ferreira, João J.M. & Fernandes, Cristina I. & Ferreira, Fernando A.F., 2019. "To be or not to be digital, that is the question: Firm innovation and performance," Journal of Business Research, Elsevier, vol. 101(C), pages 583-590.
    13. Sabrina Zeike & Katherine Bradbury & Lara Lindert & Holger Pfaff, 2019. "Digital Leadership Skills and Associations with Psychological Well-Being," IJERPH, MDPI, vol. 16(14), pages 1-12, July.
    14. Elia, Stefano & Giuffrida, Maria & Mariani, Marcello M. & Bresciani, Stefano, 2021. "Resources and digital export: An RBV perspective on the role of digital technologies and capabilities in cross-border e-commerce," Journal of Business Research, Elsevier, vol. 132(C), pages 158-169.
    15. Sher Jahan Khan & Puneet Kaur & Fauzia Jabeen & Amandeep Dhir, 2021. "Green process innovation: Where we are and where we are going," Business Strategy and the Environment, Wiley Blackwell, vol. 30(7), pages 3273-3296, November.
    16. Sebastian Firk & André Hanelt & Jana Oehmichen & Michael Wolff, 2021. "Chief Digital Officers: An Analysis of the Presence of a Centralized Digital Transformation Role," Journal of Management Studies, Wiley Blackwell, vol. 58(7), pages 1800-1831, November.
    17. Scarborough, William J. & Crabbe, Rowena, 2021. "Place brands across U.S. cities and growth in local high-technology sectors," Journal of Business Research, Elsevier, vol. 130(C), pages 70-85.
    18. Malik, Ashish & Froese, Fabian Jintae & Sharma, Piyush, 2020. "Role of HRM in knowledge integration: Towards a conceptual framework," Journal of Business Research, Elsevier, vol. 109(C), pages 524-535.
    19. Martina N. Mansfeld & Katharina Hölzle & Hans Georg Gemünden, 2010. "Personal Characteristics Of Innovators — An Empirical Study Of Roles In Innovation Management," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 14(06), pages 1129-1147.
    20. Dann, Stephen, 2010. "Redefining social marketing with contemporary commercial marketing definitions," Journal of Business Research, Elsevier, vol. 63(2), pages 147-153, February.
    21. Forliano, Canio & Ferraris, Alberto & Bivona, Enzo & Couturier, Jerome, 2022. "Pouring new wine into old bottles: A dynamic perspective of the interplay among environmental dynamism, capabilities development, and performance," Journal of Business Research, Elsevier, vol. 142(C), pages 448-463.
    22. Sousa, Maria José & Rocha, Álvaro, 2019. "Skills for disruptive digital business," Journal of Business Research, Elsevier, vol. 94(C), pages 257-263.
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    3. Alexander Viets & Stephan von Delft, 2025. "Chief Digital Officer Presence and Corporate Environmental Performance: Assessing Organizational Task Environments Under Which Their Presence Affects GHG Emissions," Business Strategy and the Environment, Wiley Blackwell, vol. 34(8), pages 10220-10238, December.
    4. Francesca Culasso & Elisa Giacosa & Daniele Giordino & Edoardo Crocco, 2025. "How open innovation specialists contribute to corporate sustainability and responsibility: A latent Dirichlet allocation approach," Business Ethics, the Environment & Responsibility, John Wiley & Sons, Ltd., vol. 34(1), pages 174-188, January.
    5. Sun, Bing & Zhang, Yanfeng & Zhu, Kunyan & Mao, Hongying & Liang, Tian, 2024. "Is faster really better? The impact of digital transformation speed on firm financial distress: Based on the cost-benefit perspective," Journal of Business Research, Elsevier, vol. 179(C).
    6. Yunfei Xing & Justin Z. Zhang & Yuming He & Yueqi Li, 2025. "Toward an ecosystem of non-fungible tokens from mapping public opinions on social media," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 11(1), pages 1-24, December.
    7. Dechun Song & Juntong Zhu & Guohui Hu & Danyang He & Hong Zhao & Zongshui Wang, 2025. "Text Analysis of Policies in the Real Estate Market: Comparisons of 21 Chinese Cities," Sustainability, MDPI, vol. 17(19), pages 1-33, September.

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