ENTREPRENEURIAL READINESS TO ADOPT AI IN DIGITAL MARKETING: A SYSTEMATIC REVIEW OF THE LITERATURE AND COMPARATIVE ANALYSIS BETWEEN DEVELOPED AND DEVELOPING COUNTRIES
- Authors
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Yohanes Gunawan Wibowo
Muhammadiyah University of Jember, Indonesia -
Eko Budi Satoto
Muhammadiyah University of Jember, Indonesia -
Avicena Rifananta
Muhammadiyah University of Jember, Indonesia
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- Keywords:
- entrepreneurial readiness, artificial intelligence, digital marketing, developing countries, systematic review
- Abstract
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Objective: This research aims to map the development of global research, compare the characteristics of entrepreneurial readiness across country contexts, and formulate a more contextual conceptual framework of readiness. Method: The method used is a Systematic Literature Review with bibliometric and thematic analysis of publications for the 2021–2025 period which were selected using the PRISMA protocol. Results: The results of the study show a significant increase in the trend of publications and citations, the dominance of the contribution of developed countries in knowledge production, as well as differences in the quality of AI adoption. Entrepreneurs in developed countries are integrating AI strategically and systemically, while in developing countries adoption is still partial due to structural limitations, technological literacy, and data governance. Novelty: This study proposes the expansion of Change Readiness Theory through the dimensions of technology, strategic vision, ethical-social alignment, and data governance as the foundation of sustainable socio-technical readiness for digital marketing transformation.
- References
-
[1] D. A. Jerab and T. Mabrouk, “Strategic Excellence: Achieving Competitive Advantage through Differentiation Strategies,” SSRN Electron. J., pp. 1–15, 2023, doi: 10.2139/ssrn.4575042.
[2] N. Pellas, “The influence of sociodemographic factors on students’ attitudes toward AI-generated video content creation,” Smart Learn. Environ., vol. 10, no. 1, 2023, doi: 10.1186/s40561-023-00276-4.
[3] Y. K. Dwivedi et al., “‘So what if ChatGPT wrote it?’ Multidisciplinary perspectives on opportunities, challenges and implications of generative conversational AI for research, practice and policy,” Int. J. Inf. Manage., vol. 71, no. March, 2023, doi: 10.1016/j.ijinfomgt.2023.102642.
[4] K. Plangger, D. Grewal, K. de Ruyter, and C. Tucker, “The future of digital technologies in marketing: A conceptual framework and an overview,” J. Acad. Mark. Sci., vol. 50, no. 6, pp. 1125–1134, 2022, doi: 10.1007/s11747-022-00906-2.
[5] T. Wang, D. F. Olivier, and P. Chen, “Creating individual and organizational readiness for change: conceptualization of system readiness for change in school education,” Int. J. Leadersh. Educ., vol. 26, no. 6, pp. 1037–1061, 2023, doi: 10.1080/13603124.2020.1818131.
[6] F. L. Caseba, “Penerapan AI, Big Data, dan Blockchain dalam Fintech Payment Terhadap Risiko Penipuan Komputer (Computer Fraud Risk) : A Systematic Literature Review,” Diponegoro J. Account., vol. 2, no. 2, pp. 1–15, 2024.
[7] M. Mubarok, Sari, Wibowo, “Comparative Study of Artificial Intelligence (AI) Utilization in Digital Marketing Strategies Between Developed and Developing Countries: A Systematic Literature Review,” Ilomata Int. J. Manag., vol. 6, no. 1, pp. 156–173, 2025, doi: 10.61194/ijjm.v6i1.1534.
[8] M. Farrokhnia, S. K. Banihashem, O. Noroozi, and A. Wals, “A SWOT analysis of ChatGPT: Implications for educational practice and research,” Innov. Educ. Teach. Int., vol. 00, no. 00, pp. 1–15, 2023, doi: 10.1080/14703297.2023.2195846.
[9] F. Ullah, S. M. E. Sepasgozar, M. J. Thaheem, and F. Al-Turjman, “Barriers to the digitalisation and innovation of Australian Smart Real Estate: A managerial perspective on the technology non-adoption,” Environ. Technol. Innov., vol. 22, 2021, doi: 10.1016/j.eti.2021.101527.
[10] J. W. Creswell and J. D. Creswell, Research Design : Qualitative, Quantitative, and A Mixed-Method Approach. 2023. doi: 10.4324/9780429469237-3.
[11] N. R. Haddaway, M. J. Page, C. C. Pritchard, and L. A. McGuinness, “PRISMA2020: An R package and Shiny app for producing PRISMA 2020-compliant flow diagrams, with interactivity for optimised digital transparency and Open Synthesis,” Campbell Syst. Rev., vol. 18, no. 2, p. e1230, Jun. 2022, doi: https://doi.org/10.1002/cl2.1230.
[12] J. Jöhnk, M. Weißert, and K. Wyrtki, “Ready or not, AI comes—an interview study of organizational AI readiness factors,” Bus. Inf. Syst. Eng., vol. 63, no. 5, 2021, doi: 10.1007/s12599-020-00676-7.
[13] J. Holmström, “From AI to digital transformation: The AI readiness framework,” Bus. Horiz., vol. 66, no. 4, 2022, doi: 10.1016/j.bushor.2023.03.004.
[14] Y. Suseno, C. Chang, and M. Hudik, “Beliefs, anxiety and change readiness for artificial intelligence adoption among human resource managers: The moderating role of high-performance work systems,” Int. J. Hum. Resour. Manag., vol. 34, no. 6, 2023, doi: 10.4324/9781003377085-6.
[15] V. Uren and J. S. Edwards, “Technology readiness and the organizational journey towards AI adoption: An empirical study,” International Journal of Information Management. Elsevier, 2023.
[16] D. Hradecky, J. Kennell, W. Cai, and R. Davidson, “Organizational readiness to adopt artificial intelligence in the exhibition sector in Western Europe,” Int. J. Inf. Manage., vol. 65, no. 1, 2022, doi: 10.1016/j.ijinfomgt.2022.102497.
[17] A. V Kulkarni, S. Joseph, and K. P. Patil, “Artificial intelligence technology readiness for social sustainability and business ethics: Evidence from MSMEs in developing nations,” Int. J. Inf. …, vol. 184, no. 1, 2024, doi: 10.1016/j.techfore.2022.121959.
[18] Z. Y. Hamd, W. Elshami, S. Al Kawas, and H. Aljuaid, “A closer look at the current knowledge and prospects of artificial intelligence integration in dentistry practice: A cross-sectional study,” Heliyon, vol. 11, no. 6, 2023, doi: 10.3390/healthcare11060894.
[19] W. Ali and A. Z. Khan, “Factors influencing readiness for artificial intelligence: a systematic literature review,” Data Sci. Manag., vol. 68, no. 1, 2025, doi: 10.1016/j.techsoc.2022.101874.
[20] H. Holt, Armenakis and Journal, “Readiness for Organizational Change: The Systematic Development of a Scale,” J. Appl. Behav., vol. 43, no. 2, 2007, doi: 10.1177/0021886306295295.
[21] E. and N. Mubarok, Muhammad Umam and Santoso, Budi and Satoto, “Extending TOE With Scaffolding: Mixed-Methods Evidence on AI Adoption and Digital Marketing Performance in Indonesia,” SSRN Electron. J., pp. 1–34, 2025, doi: 10.2139/ssrn.5563835.
[22] M. U. Mubarok, B. Santoso, E. B. Satoto, and U. M. Jember, “Mapping Research Trends On Artificial Intelligence And Green Marketing Strategies In Shaping Sustainable Consumer Behavior : A Systematic Literature Review,” J. Stud. Acad. Humanit. Res. Innov., vol. 2, no. 2, pp. 654–674, 2025, doi: 10.71305/sahri.v2i2.778.
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