The Role of Digitalization in Data-Driven Decision Making in Supply Chain Management
https://doi.org/10.26794/2304-022X-2025-15-2-102-115
Abstract
The article presents the results of a study aimed at identifying the current and potential roles of digital platforms in supply chain management. The research reviews existing theoretical approaches and developments in this area, as well as analyzes case studies of successful digitalization. The authors demonstrate how the transition of digital platforms to working with Big Data sources is transforming their role in the management process. Previously, at the stage of digital reporting, there was a gap between operational logistics functional management and expert analytical work with aggregated indicators. However, new systems that provide for the processing, storage, and analysis of data, as well as the visualization of this information and the results of its analysis, make it possible to link strategic goal-setting, KPIs, and supply chain resilience management directly with data flows about functional business processes, creating a “digital twin” of the enterprise. Using structural-functional analysis and the case study method, the study examines management practices synthesizes a comprehensive approach to exploring the interrelation between technological and managerial innovations during the implementation of digital platforms. As a result, the paper proposes a model that outlines the role of digital platforms at different levels of management activity. It distinguishes between technological innovations (the development of digital platforms tailored to organizational needs) and managerial innovations (adaptive development of data-driven organizational management systems). The findings may be of interest both to academic researchers studying management challenges amid digital transformation and to practitioners conducting applied scientific and analytical studies of digital transformation outcomes in the express delivery industry and related sectors.
About the Authors
I. G. KamenevRussian Federation
Ivan G. Kamenev - Cand. Sci. (Econ.), Assoc. Prof. of the Higher School of Management
Moscow
D. A. Porohovnik
Russian Federation
Dmitry A. Porohovnik - Postgraduate student of the Higher School of Management
Moscow
References
1. Volkova A. A., Nikitin Yu.A., Plotnikov V. A. Evolution of digital technologies used in logistics. Upravlencheskoe konsul’tirovanie = Administrative Consulting. 2022;(1):76–83. (In Russ.). DOI: 10.22394/1726-1139-2022-1-76-83
2. Zavgorodny A. F., Gorohov A. D. Digital transformation of modern supply chains and their transition to a single digital ecosystem. Ekonomika i biznes: teoriya i praktika = Economy and Business: Theory and Practice. 2022;(3–1):95–99. (In Russ.). DOI: 10.24412/2411-0450-2022-3-1-95-99
3. Dördüncü H., Oruç Z. S. Industry 4.0, digitalization, and Big Data: Perspective of logistics and supply chain management. Çukurova Üniversitesi Sosyal Bilimler Enstitüsü Dergisi. 2021;30(3):170–180. DOI: 10.35379/cusosbil.974810
4. Gavrilenko A. A. Development of innovations in logistics and their impact on business. Vestnik nauki. 2023;4(8):21–28. (In Russ.).
5. Gorbova I. N., Mikhalev I. I., Sukhanov D. A. Management innovations in the context of digitalization activities of business structures. Estestvenno-gumanitarnye issledovaniya = Natural Humanitarian Studies. 2022;(42):89–94. (In Russ.).
6. Fastovich G. G., Fomina L. V. Digitalization of logistics processes. Pravo i gosudarstvo: teoriya i praktika = Law and State: Theory and Practice. 2023;(3):44–46. (In Russ.). DOI: 10.47643/1815–1337_2023_3_44
7. Espinoza R., Thatcher J., Eldred M. Turning an offshore analog field into digital using artificial intelligence. In: SPE Middle East oil and gas show and conference (Manama, March 18–21, 2019). Dallas, TX: Society of Petroleum Engineers; 2019. DOI: 10.2118/195027-MS
8. Matveeva E. P. Supply chain management in the context of digitalization: The experience of foreign oil and gas companies. Vestnik Tomskogo gosudarstvennogo universiteta. Ekonomika = Tomsk State University. Journal of Economics. 2023;(64):181–200. (In Russ.). DOI: 10.17223/19988648/64/13
9. Khairova S. M., Paravyan M. K. Tools for business processes transformation in supply chains in the context of digital economy formation. Nauka o cheloveke: gumanitarnye issledovaniya = The Science of Person: Humanitarian Researches. 2023;17(2):239–250. (In Russ.). DOI: 10.57015/issn1998–5320.2023.17.2.24
10. Alyasein O. I.Y., Ojha D., Sadeghi K. R. Supply chain digitalization, innovation capability, and organizational agility: The moderating role of institutionalization and supply chain integration. Industrial Marketing Management. 2025;125:215–225. DOI: 10.1016/j.indmarman.2025.01.008
11. Polyanin A. V., Golovina T. A. The concept of innovation management of industrial systems based on digital twin technology. Nauchno-tekhnicheskie vedomosti Sankt-Peterburgskogo gosudarstvennogo politekhnicheskogo universiteta. Ekonomicheskie nauki = St. Petersburg State Polytechnical University Journal. Economics. 2021;14(5):7–23. (In Russ.). DOI: 10.18721/JE.14501
12. Vereshchaka A. A. Theoretical and practical aspects of managerial decision making in the digital economy. Vestnik Udmurtskogo universiteta. Seriya Ekonomika i pravo = Bulletin of Udmurt University. Series Economics and Law. 2024;34(3):422–427. (In Russ.). DOI: 10.35634/2412-9593-2024-34-3-422-427
Review
For citations:
Kamenev I.G., Porohovnik D.A. The Role of Digitalization in Data-Driven Decision Making in Supply Chain Management. Management Sciences. 2025;15(2):102-115. (In Russ.) https://doi.org/10.26794/2304-022X-2025-15-2-102-115