Digital Service Model within the Framework of Industry 4.0 in the Banking Sector

Authors

Keywords:

Industry 4, Digital Banking, Digital Transformation

Abstract

The purpose of this study was to develop a digital service model within the framework of Industry 4.0 in the banking sector using a qualitative meta-synthesis approach. The statistical population included all valid domestic and international scientific studies published in the fields of digital banking, digital transformation, Industry 4.0 technologies, and financial service innovation within the selected time frame, indexed in national and international scientific databases. Using a systematic search strategy and based on the PRISMA logic, 212 studies were identified in the initial screening stage. After removing duplicate records and conducting a multi-stage screening process (title, abstract, full text, and methodological quality assessment), 55 studies were ultimately selected as the final sample for analysis. Data were collected through a library-based method and systematic searches of specialized keywords in scientific databases. Data analysis was conducted using a three-stage coding process including open, axial, and selective coding. Qualitative data management was performed using MAXQDA software, and Cohen’s kappa coefficient was calculated to assess coding reliability. In addition, Shannon entropy was employed to determine the relative weights of the components, and the DEMATEL method was used to analyze causal relationships among the dimensions of the model. The findings led to the extraction of 17 key components categorized into five major dimensions, including Industry 4.0 technologies, organizational capabilities and readiness, banking service transformation, customer experience and value, and performance and sustainability outcomes. Causal analysis demonstrated that Industry 4.0 technologies and organizational capabilities function as driving factors and, through banking service transformation, influence customer digital experience, trust, and ultimately financial performance and sustainability. This framework provides a theoretical and empirical foundation for structural modeling in subsequent stages of the research.

References

[1] T. H. Davenport, P. Barth, and R. Bean, "How "Big Data" is Different," MIT Sloan Management Review, vol. 54, no. 1, pp. 22-24, 2012.

[2] T. Felipe, R. T. Oliveira, A. Toth-Peter, S. Mathews, and U. Dulleck, "Digital transformation in commercial banks: Unraveling the flow of Industry 4.0," Digital Business, vol. 5, no. 2, p. 100129, 2025, doi: 10.1016/j.digbus.2025.100129.

[3] Y. P. Kornarius, A. Vanderstukken, A. Gunawan, and J. Stoffers, "Industry 4.0 technologies in the service sector: A systematic literature review," Journal of Technology Management and Innovation, vol. 20, no. 4, pp. 114-129, 2025, doi: 10.4067/s0718-27242025000400114.

[4] G. Thanasas, G. Kampiotis, and C. Halkiopoulos, "Transforming digital accounting: Big data, IoT, and Industry 4.0 technologies-A comprehensive survey," Journal of Risk and Financial Management, vol. 19, no. 1, p. 92, 2026, doi: 10.3390/jrfm19010092.

[5] B. Tronvoll, A. Sklyar, D. Sörhammar, and C. Kowalkowski, "Transformational shifts through digital servitization," Industrial Marketing Management, vol. 89, pp. 293-305, 2020, doi: 10.1016/j.indmarman.2020.02.005.

[6] I. F. L. V. Filgueiras et al., "Analyzing the benefits of Industry 4.0 technologies that impact Sustainability 4.0 in banking services," Sustainability, vol. 16, no. 14, p. 6179, 2024, doi: 10.3390/su16146179.

[7] F. Y. Mpofu, "Industry 4.0 in finance, digital financial services and digital financial inclusion in developing countries: Opportunities, challenges, and possible policy responses," International Journal of Economics and Financial Issues, vol. 14, no. 2, pp. 120-135, 2024, doi: 10.32479/ijefi.15081.

[8] S. Masitoh and N. H. Sylvia, "From digitisation to full digital banking: A systematic literature review on the multilevel integration of Industry 4.0 technologies and conceptual frameworks in banking transformation," International Journal of Business Law, Business Ethic, Business Communication & Green Economics, vol. 2, no. 3, pp. 34-57, 2025, doi: 10.70142/ijbge.v2i3.416.

[9] O. Bandara, K. Vidanagamachchi, and R. Wickramarachchi, "A model for assessing maturity of Industry 4.0 in the banking sector," 2019, pp. 1141-1150.

[10] E. Boffa and A. Maffei, "Development and application of an integrated business model framework to describe the digital transformation of manufacturing: A bibliometric analysis," Production & Manufacturing Research, vol. 11, no. 1, p. 2164952, 2023, doi: 10.1080/21693277.2023.2164952.

[11] N. I. Saleh and M. T. Ijab, "IR4.0 readiness model for SMEs: A cross-sector analysis in Malaysia," Results in Engineering, vol. 28, p. 107479, 2025, doi: 10.1016/j.rineng.2025.107479.

[12] M. Bahrami, G. Hashemzadeh, A. Shahmansouri, and K. Fathi Hafshejani, "Analysis of components affecting Industry 4.0 maturity assessment in Iranian banking," Sepehr-e-Eqtesad Quarterly, 2024.

[13] V. Shahabi, A. Azar, F. Faezi Razi, and M. Fallah Shams, "Modeling the impact of the Fourth Industrial Revolution on the banking services supply chain using system dynamics and fuzzy DEMATEL," International Business Management, vol. 4, no. 1, pp. 76-89, 2021.

[14] B. Zeinati, M. Taleghani, and A. Sharj-Sharifi, "Designing Industry 4.0 maturity dimensions in the banking services supply chain and digital banking development using a grounded theory approach," 2025.

[15] A. Safajoo, A. Rezaeian, J. Haghighat Monfared, and A. Abdollahi, "Presenting a model for measuring maturity levels of digital transformation in the banking industry," Management, Education and Development in the Digital Age, vol. 2, no. 3, 2025, doi: 10.61838/medda.230.

[16] A. Papathomas and G. Konteos, "Financial institutions digital transformation: The stages of the journey and business metrics to follow," Journal of Financial Services Marketing, vol. 29, pp. 590-606, 2024, doi: 10.1057/s41264-023-00223-x.

[17] T. J. Purwanto, T. Atmoko, and S. T. Rahardjo, "Driving digital banking transformation in Indonesia amid Industry 4.0," Arthatama: Journal of Business Management and Accounting, vol. 9, no. 2, pp. 246-257, 2025. [Online]. Available: https://journal.lifescifi.com/index.php/art/article/view/699.

[18] C. Xie and S. Hu, "Open banking: An early review," Journal of Internet and Digital Economics, vol. 4, no. 2, pp. 73-82, 2024, doi: 10.1108/JIDE-03-2024-0009.

[19] C. Martínez de Ibarreta, A. Ruíz-Rúa, C. Gijón, and F. Fernández-Bonilla, "Banking digitalization in Spain: How branch closures and digital barriers reshape financial inclusion," Digital Business, vol. 5, no. 1, p. 100119, 2025, doi: 10.1016/j.digbus.2025.100119.

[20] E. T. Maziriri, T. F. Rukuni, B. Nyagadza, and T. Bepe, "The customer's quest to manage funds digitally: Exploring the factors that influence the intention to use and the ongoing use of mobile banking apps," Computers in Human Behavior Reports, vol. 21, p. 100907, 2026, doi: 10.1016/j.chbr.2025.100907.

[21] V. Melnyk, "Transforming the nature of trust between banks and young clients: From traditional to digital banking," Qualitative Research in Financial Markets, vol. 16, no. 4, pp. 618-635, 2024, doi: 10.1108/QRFM-08-2022-0129.

[22] L. Wu, Q. Wang, H. Jin, and D. Li, "How do digital entrants affect the digital transformation of incumbents? Differential effects of corporate governance factors," Information & Management, vol. 63, no. 1, p. 104269, 2026, doi: 10.1016/j.im.2025.104269.

[23] Z. B. Yusof, "The role of high-quality data in risk assessment: Strategies for ensuring accuracy, completeness, and timeliness in financial predictive analytics," International Journal of Advanced Computational Methodologies and Emerging Technologies, vol. 15, no. 2, pp. 8-16, 2025.

[24] G. L. Thanasas, G. Kampiotis, and A. Karkantzou, "Enhancing transparency and efficiency in auditing and regulatory compliance with disruptive technologies," Theoretical Economics Letters, vol. 15, no. 1, pp. 214-233, 2025, doi: 10.4236/tel.2025.151013.

[25] L. Theodorakopoulos, A. Theodoropoulou, A. Tsimakis, and C. Halkiopoulos, "Big data-driven distributed machine learning for scalable credit card fraud detection using PySpark, XGBoost, and CatBoost," Electronics, vol. 14, no. 9, p. 1754, 2025, doi: 10.3390/electronics14091754.

[26] L. Theodorakopoulos, A. Theodoropoulou, G. Kampiotis, and I. Kalliampakou, "NeuralACT: Accounting analytics using neural network for real-time decision making from big data," IEEE Access, vol. 13, pp. 8621-8637, 2025, doi: 10.1109/ACCESS.2025.3526706.

[27] A. Panchapakesan et al., "Enhancing audit effectiveness through strategic data analytics," IGI Global Scientific Publishing, 2025, pp. 231-252.

[28] S. Iseal, O. Joseph, and S. Joseph, "AI in financial services: Using big data for risk assessment and fraud detection," 2025. [Online]. Available: https://www.researchgate.net/profile/Sheed-Iseal/publication/388036425_AI_in_Financial_Services_Using_Big_Data_for_Risk_Assessment_and_Fraud_Detection/links/67882c2b1afb4e11f5e7fdf9/AI-in-Financial-Services-Using-Big-Data-for-Risk-Assessment-and-Fraud-Detection.pdf.

[29] P. M. Preciado Martínez, R. F. Reier Forradellas, L. M. Garay Gallastegui, and S. L. Náñez Alonso, "Comparative analysis of machine learning models for the detection of fraudulent banking transactions," Cogent Business & Management, vol. 12, no. 1, p. 2474209, 2025, doi: 10.1080/23311975.2025.2474209.

[30] H. P. Kothandapani, "AI-driven regulatory compliance: Transforming financial oversight through large language models and automation," Emerging Science Research, vol. 12, pp. 12-24, 2025.

[31] J. Zhou, "Quantum finance: Exploring the implications of quantum computing on financial models," Computational Economics, pp. 1-30, 2025.

[32] R. Joghtaei, M. Nasiri, and E. Masoumi, "Designing a model for generative artificial intelligence adoption in the Iranian banking industry," Technology in Entrepreneurship and Strategic Management, 2025.

[33] S. Assidi, M. Omran, T. Rana, and H. Borgi, "The role of AI adoption in transforming the accounting profession: A diffusion of innovations theory approach," Journal of Accounting & Organizational Change, vol. 21, no. 5, pp. 915-936, 2025, doi: 10.1108/JAOC-04-2024-0124.

[34] A. M. Abdo-Salloum and H. Y. Al-Mousawi, "Accounting students' technology readiness, perceptions, and digital competence toward artificial intelligence adoption in accounting curricula," Journal of Accounting Education, vol. 70, p. 100951, 2025, doi: 10.1016/j.jaccedu.2025.100951.

[35] M. Lin, Y. Liu, and J. Ren, "Digitalization, absorptive capacity, and innovation performance: Evidence from China's hidden champion enterprises," Finance Research Letters, vol. 89, p. 109319, 2026, doi: 10.1016/j.frl.2025.109319.

[36] F. Magli, Innovations in corporate reporting: The effects of digital innovation, sustainability, and AI. Springer Nature, 2025.

[37] Y. Said, A. M. Khaddar, L. Hassine, A. Eddaoui, and T. Chafiq, "The impact of blockchain on the banking sector: A systematic review of applications, challenges, and future directions," Asia and the Global Economy, vol. 6, no. 1, p. 100133, 2026, doi: 10.1016/j.aglobe.2025.100133.

[38] E. Kokogho, O. C. Onwuzulike, B. M. Omowole, C. P. M. Ewim, and M. O. Adeyanju, "Blockchain technology and real-time auditing: Transforming financial transparency and fraud detection in the Fintech industry," Gulf Journal of Advance Business Research, vol. 3, no. 2, pp. 348-379, 2025, doi: 10.51594/gjabr.v3i2.88.

[39] N. Kostopoulos, Y. C. Stamatiou, C. Halkiopoulos, and H. Antonopoulou, "Blockchain applications in the military domain: A systematic review," Technologies, vol. 13, no. 1, p. 23, 2025, doi: 10.3390/technologies13010023.

[40] R. Rupeika-Apoga, J. Priede, G. Berzins, and E. Kehris, "Regulation and innovation in digital finance: The transformation of Latvia's banking sector," Digital Business, vol. 5, no. 2, p. 100147, 2025, doi: 10.1016/j.digbus.2025.100147.

[41] A. Adewumi, S. E. Ewim, N. J. Sam-Bulya, and O. B. Ajani, "Advancing business performance through data-driven process automation: A case study of digital transformation in the banking sector," International Journal of Multidisciplinary Research Updates, vol. 8, no. 02, 2024, doi: 10.53430/ijmru.2024.8.2.0049.

[42] L. A. Bueno, T. F. A. C. Sigahi, I. S. Rampasso, W. Leal Filho, and R. Anholon, "Impacts of digitization on operational efficiency in the banking sector: Thematic analysis and research agenda proposal," International Journal of Information Management Data Insights, vol. 4, no. 1, p. 100230, 2024, doi: 10.1016/j.jjimei.2024.100230.

[43] H. M. Al-Hattami, "The impact of digital accounting systems on financial performance in the banking sector," International Journal of Intelligent Information Technologies, vol. 21, no. 1, 2025, doi: 10.4018/IJIIT.377599.

[44] M. Al-Okaily, A. A. Alsmadi, N. Alrawashdeh, A. Al-Okaily, Y. Oroud, and A. S. Al-Gasaymeh, "The role of digital accounting transformation in the banking industry sector: An integrated model," Journal of Financial Reporting and Accounting, vol. 22, no. 2, pp. 308-326, 2024, doi: 10.1108/JFRA-04-2023-0214.

[45] T. Adsiz and Y. Ozturkoglu, "A conceptual framework for a new service model: Digital servitization with an Industry 4.0 perspective," Journal of Global Operations and Strategic Sourcing, vol. 18, no. 2, pp. 267-284, 2025, doi: 10.1108/JGOSS-08-2022-0091.

[46] A. Abdurrahman, "Examining the impact of digital transformation on digital product innovation performance in banking industry through the integration of resource-based view and dynamic capabilities," Journal of Strategy & Innovation, vol. 36, no. 1, 2025, doi: 10.1016/j.jsinno.2025.200540.

[47] C. A. Asamoah, K. N. Takyi, A. Klapalová, I. Agirre-Aramburu, and J. Matošková, "Dynamic managerial capabilities, digital innovation and perceived financial performance in the banking sector," Scientific African, vol. 31, p. e03157, 2026, doi: 10.1016/j.sciaf.2025.e03157.

[48] B. Faro, B. Abedin, D. Cetindamar, and F. Daneshgar, "Dynamic capabilities for nimbleness and resilience in a continuous digital transformation: Action design research in an Australian financial services organisation," Journal of Enterprise Information Management, vol. 37, no. 4, pp. 1206-1226, 2024, doi: 10.1108/JEIM-10-2023-0567.

[49] A. Farhadi Kotenaei, S. Vardi, A. Mehrara, and H. Azadi Rikandeh, "Presenting a digital governance model in the Iranian banking industry: Case study of Tose'e Ta'avon Bank," Knowledge of Entrepreneurship, no. 15, pp. 53-68, 2025.

[50] M. Aydin, A. Bagci, N. Demirtas, Y. Sogut, M. E. Altundemir, and T. Gürdal, "The relationship of digitalization, industrialization, financial freedom and institutional quality with economic complexity: A panel data analysis on E-7 countries," Central Bank Review, vol. 26, no. 1, p. 100241, 2026, doi: 10.1016/j.cbrev.2026.100241.

[51] H. Iftikhar, L. Guang, and A. Ullah, "A multi-dimensional FinTech composite integrating infrastructure, access, usage, knowledge transfer, and governance-by-technology: The role of digital silk road policy in BRI economies," Technology in Society, vol. 85, p. 103162, 2026, doi: 10.1016/j.techsoc.2025.103162.

[52] G. Asimakopoulos, H. Antonopoulou, K. Giotopoulos, and C. Halkiopoulos, "Impact of information and communication technologies on democratic processes and citizen participation," Societies, vol. 15, no. 2, p. 40, 2025, doi: 10.3390/soc15020040.

[53] K. M. Milanloo, M. Naeimi Nezamabad, and M. Mohammadian, "Designing a digital customer experience management model in the banking industry using grounded theory," Interdisciplinary Studies in Marketing Management, vol. 11, pp. 45-67, 2024.

[54] R. Fuentes and B. Fattouh, "When digitalization pervades, business models converge: A conceptual model for the electricity industry," Business Horizons, vol. 69, no. 1, pp. 101-111, 2026, doi: 10.1016/j.bushor.2025.01.003.

[55] Q. Zhang, F. Shahzad, C. Jana, N. Ivkovic, and G. W. Weber, "Navigating digitalization and global value chains: Empirical insights from the Chinese manufacturing industry," Journal of Industrial Information Integration, vol. 51, p. 101083, 2026, doi: 10.1016/j.jii.2026.101083.

[56] A. V. Thakor, "Fintech and banking: What do we know?," Journal of Financial Intermediation, vol. 41, p. 100833, 2020, doi: 10.1016/j.jfi.2019.100833.

[57] I. D. Czechowska and M. Paduszyńska, "Digital banking performance on the example of PayTech solutions: Polish perspective," Procedia Computer Science, vol. 246, pp. 1770-1779, 2024, doi: 10.1016/j.procs.2024.09.679.

[58] B. Moomivand, R. Gholami Jamkarani, M. Maleki, and H. Jahangirnia, "Providing a framework to identify drivers affecting the future of the banking industry with emphasis on the role of financial technology," Financial Economics, vol. 16, no. 4, pp. 175-194, 2022, doi: 10.30495/fed.2023.1930131.2400.

[59] Z. Noorki and S. Kowsari, "Designing a virtual banking business model in Iran using scenario planning for the 2036 horizon," Value Creation in Business Management, vol. 5, no. 1, pp. 373-399, 2025.

[60] V. Veysi, F. Namamian, S. Hasani, and O. Kahrizi, "Designing and developing a digital banking market penetration model in Bank Sepah using interpretive structural modeling," Intelligent Strategic Management, vol. 5, no. 1, 2026.

[61] A. Mahmoudi, A. Khamseh, and M. Hosseini-Shakib, "A systemic model of the social banking innovation process with a digital transformation approach," Investment Knowledge, vol. 16, no. 2, pp. 33-59, 2027.

[62] S. Strazzullo, S. Moro, and L. Cricelli, "Unveiling the relationship between sustainable development and Industry 4.0: A text mining literature analysis," Sustainable Development, vol. 31, pp. 2851-2862, 2023, doi: 10.1002/sd.2552.

[63] J. Oliveira, D. Schreiber, and V. D. Jahno, "Sustainability in civil construction through Industry 4.0 and BIM technologies," Automation in Construction, vol. 182, p. 106729, 2026, doi: 10.1016/j.autcon.2025.106729.

[64] A. Khang, K. C. Rath, K. Madapana, J. Rao, L. P. Panda, and S. Das, "Quantum computing and portfolio optimization in finance services," Productivity Press, 2025, p. 27.

[65] S. Mohd, M. Dasgupta, F. Akter, M. P. Arunachalam, and S. Sharma, "Quantum computing applications in financial modeling and portfolio optimization," 2025: IEEE, pp. 868-872, doi: 10.1109/CE2CT64011.2025.10939675.

[66] Q. H. Pham and V. K. Phuc, "A model of pre-adoptive appraisal toward metaverse banking: Moving from Industry 4.0 to Industry 5.0," vol. 4: Elsevier, 2025, pp. 374-387.

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2026-09-01

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Honarmand Azimi, M. (2026). Digital Service Model within the Framework of Industry 4.0 in the Banking Sector. Management Strategies and Engineering Sciences, 1-18. https://msesj.com/index.php/mses/article/view/362

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