A Comprehensive Review of Big Data’s Role in Risk Management and Security: A Bibliometric Approach
Keywords:
Big Data; Risk Management; Security.Abstract
This study conducted a literature review on the role of big data in risk management and security. The researchers used bibliometric methods to analyze 114 articles from Scopus-indexed journals. The findings revealed a steady increase in publications since 2005, with a peak in 2022. The most influential journals in this field were identified as Procedia Computer Science and IEEE Access. Several authors, including Babar M, Chang V, He X, Li Z, Li Y, Liu S, and Saxby S, were recognized as key influencers. Notably, China, India, and the United States were prominent in publications related to big data in risk management and security. Based on the thematic map generated by the research, future studies are recommended to focus on privacy design, data security systems, data privacy, information management, and risk assessment. This research provides valuable insight into the role of big data in improving organizational security and risk management.
References
Abbasi, A., Sarker, S., & Chiang, R. (2016). Big Data Research in Information Systems: Toward an Inclusive Research Agenda. Journal of the Association for Information Systems, 17(2), I–XXXII. https://doi.org/10.17705/1jais.00423
Agarwal, A., Durairajanayagam, D., Tatagari, S., Esteves, S., Harlev, A., Henkel, R., Roychoudhury, S., Homa, S., Puchalt, N., Ramasamy, R., Majzoub, A., Ly, K., Tvrda, E., Assidi, M., Kesari, K., Sharma, R., Banihani, S., Ko, E., Abu-Elmagd, M., … Bashiri, A. (2016). Bibliometrics: tracking research impact by selecting the appropriate metrics. Asian Journal of Andrology, 18(2), 296. https://doi.org/10.4103/1008-682X.171582
AITE. (2014). Big Data in Capital Markets: At the Start of the Journey. http://phd.artsedighi.com/wp-content/uploads/2017/09/Big-Data-IB_White-Paper_Aug2014.pdf
Akter, S., & Wamba, S. F. (2016). Big data analytics in E-commerce: a systematic review and agenda for future research. Electronic Markets, 26(2), 173–194. https://doi.org/10.1007/s12525-016-0219-0
Ale, B. (2016). Risk analysis and big data. Safety and Reliability, 36(3), 153–165. https://doi.org/10.1080/09617353.2016.1252080
Aria, M., & Cuccurullo, C. (2017). Bibliometrix: An R-tool for comprehensive science mapping analysis. Journal of Informetrics, 11(4).
Buckby, S., Gallery, G., & Ma, J. (2015). An analysis of risk management disclosures: Australian evidence. Managerial Auditing Journal, 30(8–9), 812–869. https://doi.org/10.1108/MAJ-09-2013-0934
Choi, T. M., & Lambert, J. H. (2017). Advances in Risk Analysis with Big Data. Risk Analysis, 37(8), 1435–1442. https://doi.org/10.1111/risa.12859
Choi, T. M., Wallace, S. W., & Wang, Y. (2018). Big Data Analytics in Operations Management. Production and Operations Management, 27(10), 1868–1883. https://doi.org/10.1111/poms.12838
Choi, T.-M., Gao, J., Lambert, J. H., Ng, C.-K., & Wang, J. (2017). Optimization and Control for Systems in the Big-Data Era: Theory and Applications. Springer.
Clarke, R. (2016). Big data, big risks. Information Systems Journal, 26(1), 77–90. https://doi.org/10.1111/isj.12088
Cockcroft, S., & Russell, M. (2018). Big Data Opportunities for Accounting and Finance Practice and Research. Australian Accounting Review, 28(3), 323–333. https://doi.org/10.1111/auar.12218
Dwivedi, A. D., Srivastava, G., Dhar, S., & Singh, R. (2019). A Decentralized Privacy-Preserving Healthcare Blockchain for IoT. Sensors, 19(2), 326. https://doi.org/10.3390/s19020326
El-Seoud, S. A., El-Sofany, H. F., Abdelfattah, M. A. F., & Mohamed, R. (2017). Big Data and Cloud Computing: Trends and Challenges. International Journal of Interactive Mobile Technologies (IJIM), 11(2), 34. https://doi.org/10.3991/ijim.v11i2.6561
Feng, D., Zhang, Y., Lu, Y., & Duan, L. (2024). Big data and regional digital innovation: evidence from China. Applied Economics Letters, 1–7. https://doi.org/10.1080/13504851.2024.2339376
Fisher, M., & Raman, A. (2018). Using Data and Big Data in Retailing. Production and Operations Management, 27(9), 1665–1669. https://doi.org/10.1111/poms.12846
Frizzo-Barker, J., Chow-White, P. A., Mozafari, M., & Ha, D. (2016). An empirical study of the rise of big data in business scholarship. International Journal of Information Management, 36(3), 403–413. https://doi.org/10.1016/j.ijinfomgt.2016.01.006
Gartner. (2015). Gartner says 6.4 billion connected things will be in use in 2016,up 30 percent from 2015. http://www.gartner.com/newsroom/id/3165317
Goes, P. B. (2014). Editor’s Comments: Big Data and IS Research. MIS Quarterly, 38(3), iii–viii. https://www.jstor.org/stable/26634980
González-Granadillo, G., González-Zarzosa, S., & Diaz, R. (2021). Security Information and Event Management (SIEM): Analysis, Trends, and Usage in Critical Infrastructures. Sensors, 21(14), 4759. https://doi.org/10.3390/s21144759
IDC. (2015). New IDC forecast sees worldwide big data technology and services market growing to $48.6 billion in 2019, driven by wide adoption across industries [Press Release]. http://www.idc.com/getdoc.jsp?containerId=prUS40560115
Ingale, K. K., & Paluri, R. A. (2022). Financial literacy and financial behaviour: a bibliometric analysis. Review of Behavioral Finance, 14(1), 130–154. https://doi.org/10.1108/RBF-06-2020-0141
Jeacle, I., & Carter, C. (2011). In TripAdvisor we trust: Rankings, calculative regimes and abstract systems. Accounting, Organizations and Society, 36(4–5), 293–309. https://doi.org/10.1016/j.aos.2011.04.002
Jung, D., Tuan, V. T., Tran, D. Q., Park, M., & Park, S. (2020). Conceptual framework of an intelligent decision support system for smart city disaster management. Applied Sciences (Switzerland), 10(2). https://doi.org/10.3390/app10020666
Khare, A., & Jain, R. (2022). Mapping the conceptual and intellectual structure of the consumer vulnerability field: A bibliometric analysis. Journal of Business Research, 150, 567–584. https://doi.org/10.1016/j.jbusres.2022.06.039
Lee, I. (2017). Big data: Dimensions, evolution, impacts, and challenges. Business Horizons, 60(3), 293–303. https://doi.org/10.1016/j.bushor.2017.01.004
Lyon, D. (2014). Surveillance, Snowden, and Big Data: Capacities, consequences, critique. Big Data & Society, 1(2), 205395171454186. https://doi.org/10.1177/2053951714541861
Mani, V., Delgado, C., Hazen, B. T., & Patel, P. (2017). Mitigating supply chain risk via sustainability using big data analytics: Evidence from the manufacturing supply chain. Sustainability (Switzerland), 9(4). https://doi.org/10.3390/su9040608
Noruzi, A. (2005). Google Scholar: The New Generation of Citation Indexes. Libri, 55(4). https://doi.org/10.1515/LIBR.2005.170
ReportsnReports. (2016). Social Media Analytics Market to Rise at 27.6% CAGR to 2020. https://www.prnewswire.com/news-releases/social-media-analytics-market-to-rise-at-276-cagr-to-2020-568584751.html
Scott, S. V., & Orlikowski, W. J. (2012). Reconfiguring relations of accountability: Materialization of social media in the travel sector. Accounting, Organizations and Society, 37(1), 26–40. https://doi.org/10.1016/j.aos.2011.11.005
Srivastava, U., & Gopalkrishnan, S. (2015). Impact of big data analytics on banking sector: Learning for Indian Banks. Procedia Computer Science, 50, 643–652. https://doi.org/10.1016/j.procs.2015.04.098
Strozzi, F., Colicchia, C., Creazza, A., & Noè, C. (2017). Literature review on the ‘Smart Factory’ concept using bibliometric tools. International Journal of Production Research, 55(22), 6572–6591. https://doi.org/10.1080/00207543.2017.1326643
Syafrudin, M., Alfian, G., Fitriyani, N. L., & Rhee, J. (2018). Performance Analysis of IoT-Based Sensor, Big Data Processing, and Machine Learning Model for Real-Time Monitoring System in Automotive Manufacturing. Sensors, 18(9), 2946. https://doi.org/10.3390/s18092946
Wang, Y., Xue, W., & Zhang, A. (2023). Application of Big Data Technology in Enterprise Information Security Management and Risk Assessment. Journal of Global Information Management, 31(3). https://doi.org/10.4018/JGIM.324465
Yallop, A., & Seraphin, H. (2020). Big data and analytics in tourism and hospitality: opportunities and risks. Journal of Tourism Futures, 6(3), 257–262. https://doi.org/10.1108/JTF-10-2019-0108
Yu, J., & Muñoz-Justicia, J. (2020). A Bibliometric Overview of Twitter-Related Studies Indexed in Web of Science. Future Internet, 12(5), 91. https://doi.org/10.3390/fi12050091
Zhao, D., & Strotmann, A. (2015). Analysis and Visualization of Citation Networks. Synthesis Lectures on Information Concepts, Retrieval, and Services, 7(1), 1–207. https://doi.org/10.2200/S00624ED1V01Y201501ICR039
Zio, E. (2018). The future of risk assessment. Reliability Engineering & System Safety, 177, 176–190. https://doi.org/10.1016/j.ress.2018.04.020
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