Exploring the Nexus of Big Data Capabilities, Business Model Innovation, and Firm Performance in Uncertain Environments: A Systematic Review

Document Type : Research Paper

Authors

1 Taylor’s University, School of Management & Marketing, Faculty of Business and Law, Malaysia; School of Digital Economics and Management, Suzhou City University, China.

2 Taylor’s University, School of Management & Marketing, Faculty of Business and Law, Malaysia.

3 Universiti Kuala Lumpur Business School, Malaysia.

Abstract

This paper provides a systematic review of the literature on big data capabilities, business model innovation, firm performance, and environmental uncertainty. It aims to establish a foundation for theoretical modeling, research proposition refinement, and the overall research framework by meticulously examining the theoretical backgrounds of existing studies and identifying research gaps. An initial search yielded 1,360 articles, which were filtered to remove duplicates and irrelevant studies, resulting in 475 articles for final analysis. These articles were classified into three main categories: the relationship between big data capabilities and business model innovation, the impact of business model innovation on firm performance, and the integrated relationship involving environmental uncertainty. Additionally, it examines the mediating role of business model innovation on firm performance as well as the moderating effect of environmental uncertainty on these relationships. Finally, the paper formulates research hypotheses and discusses identified research gaps, establishing a solid groundwork for methodological discussions in future research and contributing to the advancement of knowledge in the field.

Keywords


Adi Sahputra, E. S., & Nendi, I. (2024). Application of Big Data and Analytics to Increase Competitive Advantage. Jurnal Indonesia Sosial Teknologi, 5(5), 2383–2390. https://doi.org/10.59141/jist.v5i5.1084
Afshar Jahanshahi, A., & Brem, A. (2020). Entrepreneurs in post-sanctions Iran: Innovation or imitation under conditions of perceived environmental uncertainty? Asia Pacific Journal of Management, 37(2), 531–551. https://doi.org/10.1007/s10490-018-9618-4
Akter, S., Wamba, S. F., Gunasekaran, A., Dubey, R., & Childe, S. J. (2016). How to improve firm performance using big data analytics capability and business strategy alignment? International Journal of Production Economics, 182, 113–131. https://doi.org/10.1016/j.ijpe.2016.08.018
Alam Rizvi, S. A., Ali, M., & Raza, H. (2023). The Role of Big Data Analytics Capability to Achieve Competitive Advantage with the Mediation of Business Model Innovation: A Dynamic Capability View. Global Management Sciences Review, VIII(I), 34–53. https://doi.org/10.31703/gmsr.2023(VIII-I).03
Arash, R., & Ana, C. (2018). A value-based approach to business model innovation: Defining the elements of the concept.
Chung, D., Yang, S., & Marhold, K. (2024). Investigating the Relationship between Technological Entrepreneurship and National Innovativeness: Moderating Effects of Intellectual Property Protection and R&D Transfer Environment. Entrepreneurship Research Journal, 14(3), 1341–1371. https://doi.org/10.1515/erj-2020-0530
Ejuma Martha Adaga, Gold Nmesoma Okorie, Zainab Efe Egieya, Uneku Ikwue, Chioma Ann Udeh, Donald Obinna DaraOjimba, & Osato Itohan Oriekhoe. (2024). The Role of Big Data In Business Strategy: A Critical Review. Computer Science & IT Research Journal, 4(3), 327–350. https://doi.org/10.51594/csitrj.v4i3.686
Fallahi, S. (2017). A Process View of Business Model Innovation. Chalmers University of Technology.
Feng, T., Dong, X., & Wang, Y. (2024). Assessing the impact of digital transformation on capital market information efficiency under environmental uncertainty: Evidence from China. PLOS ONE, 19(1), e0295187. https://doi.org/10.1371/journal.pone.0295187
Ferraris, A., Mazzoleni, A., Devalle, A., & Couturier, J. (2019). Big data analytics capabilities and knowledge management: impact on firm performance. Management Decision, 57(8), 1923–1936. https://doi.org/10.1108/MD-07-2018-0825
Flynn, B. B., Huo, B., & Zhao, X. (2010). The impact of supply chain integration on performance: A contingency and configuration approach. Journal of Operations Management, 28(1), 58–71. https://doi.org/10.1016/j.jom.2009.06.001
Gronum, S., Verreynne, M.-L., & Kastelle, T. (2012). The Role of Networks in Small and Medium-Sized Enterprise Innovation and Firm Performance. Journal of Small Business Management, 50(2), 257–282. https://doi.org/10.1111/j.1540-627X.2012.00353.x
Gupta, M., & George, J. F. (2016). Toward the development of a big data analytics capability. Information & Management, 53(8), 1049–1064. https://doi.org/10.1016/j.im.2016.07.004
Haddad, H., Weking, J., Hermes, S., Böhm, M., & Krcmar, H. (2020). Business Model Choice Matters: How Business Models Impact Different Performance Measures of Startups. In WI2020 Zentrale Tracks (pp. 828–843). GITO Verlag. https://doi.org/10.30844/wi_2020_h4-haddad
Holzner, B., & Wagner, M. (2019). Green Innovation and Profitability: The Moderating Effect of Environmental Uncertainty. Academy of Management Proceedings, 2019(1), 12337. https://doi.org/10.5465/AMBPP.2019.12337abstract
Krishnan, R., Geyskens, I., & Steenkamp, J.-B. E. M. (2016). The effectiveness of contractual and trust-based governance in strategic alliances under behavioral and environmental uncertainty. Strategic Management Journal, 37(12), 2521–2542. https://doi.org/10.1002/smj.2469
Kumar, V., & Reinartz, W. (2016). Creating Enduring Customer Value. Journal of Marketing, 80(6), 36–68. https://doi.org/10.1509/jm.15.0414
López, L. M., & Llatas, F. D. H. (2023). Results Management and Modernization of Local Governments, A Literary Review. International Journal of Membrane Science and Technology, 10(3), 55–64. https://doi.org/10.15379/ijmst.v10i3.1290
Lyu, T., Guo, Y., Chen, H., Lin, H., & Yu, D. (2024). Network Insight and Entrepreneurial Performance of New Ventures: Understanding the Roles of Resource Integration and Dynamic Management Capability. Entrepreneurship Research Journal, 14(3), 1193–1221. https://doi.org/10.1515/erj-2022-0110
Markus, M. L. (2015). New Games, New Rules, New Scoreboards: The Potential Consequences of Big Data. Journal of Information Technology, 30(1), 58–59. https://doi.org/10.1057/jit.2014.28
Messy, Putri, F., & Ilmi, D. (2023). Implementation of Holistic Learning Strategies. El-Rusyd : Jurnal Sekolah Tinggi Ilmu Tarbiyah STIT Ahlussunnah Bukittinggi, 8(1), 63–70. https://doi.org/10.58485/elrusyd.v8i1.140
Mezger, F. (2014). Toward a capability‐based conceptualization of business model innovation: insights from an explorative study. R&D Management, 44(5), 429–449. https://doi.org/10.1111/radm.12076
Mikalef, P., Boura, M., Lekakos, G., & Krogstie, J. (2019). Big Data Analytics Capabilities and Innovation: The Mediating Role of Dynamic Capabilities and Moderating Effect of the Environment. British Journal of Management, 30(2), 272–298. https://doi.org/10.1111/1467-8551.12343
Milliken, F. J. (1987). Three Types of Perceived Uncertainty about the Environment: State, Effect, and Response Uncertainty. The Academy of Management Review, 12(1), 133. https://doi.org/10.2307/257999
Munna, A. S. (2021). Business Model: Literature Review. PINISI Discretion Review, 4(2), 191. https://doi.org/10.26858/pdr.v4i2.19022
Nguyen, T., Zhou, L., Spiegler, V., Ieromonachou, P., & Lin, Y. (2018). Big data analytics in supply chain management: A state-of-the-art literature review. Computers & Operations Research, 98, 254–264. https://doi.org/10.1016/j.cor.2017.07.004
Ojala, A., & Baber, W. W. (2024). Business Model. In Reference Module in Social Sciences. Elsevier. https://doi.org/10.1016/B978-0-443-13701-3.00034-7
Popovič, A., Hackney, R., Tassabehji, R., & Castelli, M. (2018). The impact of big data analytics on firms’ high value business performance. Information Systems Frontiers, 20(2), 209–222. https://doi.org/10.1007/s10796-016-9720-4
Silahtaroğlu, G., & Alayoglu, N. (2016). Using or Not Using Business Intelligence and Big Data for Strategic Management: An Empirical Study Based on Interviews with Executives in Various Sectors. Procedia - Social and Behavioral Sciences, 235, 208–215. https://doi.org/10.1016/j.sbspro.2016.11.016
Srivastava, M., Moser, R., & Hartmann, E. (2018). The networking behavior of Indian executives under environmental uncertainty abroad: An exploratory analysis. Journal of Business Research, 82, 230–245. https://doi.org/10.1016/j.jbusres.2017.09.036
Su, Z., Xie, E., & Wang, D. (2015). Entrepreneurial Orientation, Managerial Networking, and New Venture Performance in China. Journal of Small Business Management, 53(1), 228–248. https://doi.org/10.1111/jsbm.12069
Teece, D. J. (2010). Business Models, Business Strategy and Innovation. Long Range Planning, 43(2–3), 172–194. https://doi.org/10.1016/j.lrp.2009.07.003
Wang, Z., Lin, S., Chen, Y., Lyulyov, O., & Pimonenko, T. (2023). Digitalization Effect on Business Performance: Role of Business Model Innovation. Sustainability, 15(11), 9020. https://doi.org/10.3390/su15119020
Wirtz, B. W., Muller, W. M., & Langer, P. F. (2022). The Concept of Business Models–Development and Research Perspectives. International Journal of Innovation Management, 26(07). https://doi.org/10.1142/S1363919622500566
Yahaya, I. S., Yusuf, M. M., Senin, A. A., Abdul Rahim, M. Z., & Sabo Ago, A. U. (2024). Business Model Innovation as a Structural Framework for Business Sustainability Growth: A Systematic Review. Qeios. https://doi.org/10.32388/9YSTOO
Zahra, S. A. (2021). The Resource-Based View, Resourcefulness, and Resource Management in Startup Firms: A Proposed Research Agenda. Journal of Management, 47(7), 1841–1860. https://doi.org/10.1177/01492063211018505
Zajda, J. (2023). Behaviourism as a Major Motivational Model to Improve Performance in Schools (pp. 17–29). https://doi.org/10.1007/978-3-031-42895-1_2
Zhang, Y., Gu, Y., & Gao, J. (2020). Servitization and product innovation: The moderating role of environmental uncertainty. Science Research Management, 41(4), 140–150.