Big Data Finance: A Bibliometric Exploration of Research Frontiers and Emerging Trends

Authors

  • Cindy Aulia Rahmawati Universitas Negeri Semarang
  • Ervina Dwi Solafide Universitas Negeri Semarang
  • Estika Al Bayentika Universitas Negeri Semarang

DOI:

https://doi.org/10.62951/ijecm.v1i1.1029

Keywords:

Bibliometric Analysis, Big Data, Blockchain, Finance, Risk Analytics

Abstract

The integration of big data in the financial sector has increasingly attracted scholarly attention, particularly in areas such as risk management, fraud detection, algorithmic trading, and investment optimization. Given the rapid development of this field, it is essential to map research trends and identify emerging directions that shape the future of financial innovation. This study applies a bibliometric approach using 3,829 articles retrieved from the Scopus database from 1981 to 2025, with data processed through R Studio and the Bibliometrix-Biblioshiny application. The objective is to explore the intellectual landscape of big data finance and reveal research frontiers as well as thematic evolution. The results show a sharp increase in publications after 2015, alongside the growth of fintech and artificial intelligence applications, with dominant themes including blockchain integration, risk analytics, and predictive modelling. Cross-disciplinary and cross-regional collaborations continue to expand. These findings provide a comprehensive overview of how big data has shaped financial studies and offer insights for potential future research directions.

Downloads

Download data is not yet available.

References

Ar-Raisi, F. A., Sakti, E., Anggono, A., & Tarjo, T. (2023). Bibliometric analysis of big data research in finance. Jurnal Magister Akuntansi Trisakti, 10(1), 1–18. https://doi.org/10.25105/jmat.v10i1.12560

Ellili, N., Nobanee, H., Alsaiari, L., Shanti, H., Hillebrand, B., Hassanain, N., & Elfout, L. (2023). The applications of big data in the insurance industry: A bibliometric and systematic review of relevant literature. Journal of Finance and Data Science, 9, 100102. https://doi.org/10.1016/j.jfds.2023.100102

Goldstein, I., Spatt, C. S., & Ye, M. (2021). Big data in finance. Review of Financial Studies, 34(7), 3213–3225. https://doi.org/10.1093/rfs/hhab038

Hasan, M. M., Popp, J., & Oláh, J. (2020). Current landscape and influence of big data on finance. Journal of Big Data, 7(1). https://doi.org/10.1186/s40537-020-00291-z

Kanaparthi, V. (2024). Transformational application of artificial intelligence and machine learning in financial technologies and financial services: A bibliometric review. (Pre-print)

Lin, W., & Wei, Y. (2024). Economic forecasting with big data: A literature review. Journal of Management Science and Engineering, 9(2), 254–270. https://doi.org/10.1016/j.jmse.2024.01.003

Mohamad, A. (2025). Mapping the intellectual landscape of big data in accounting and finance: A decade of bibliometric analysis (2013–2023). Journal of Scientometric Research, 14(1), 201–220. https://doi.org/10.5530/jscires.20251109

Mustikarini, P. (2024). Examining the ability of big data analytics to investigate financial reporting quality: A comprehensive bibliometric analysis. Journal of Financial Reporting and Accounting.

Najem, R., Bahnasse, A., Fakhouri Amr, M., & Talea, M. (2025). Advanced AI and big data techniques in E-finance: A comprehensive survey. Discover Artificial Intelligence, 5(1). https://doi.org/10.1007/s44163-025-00365-y

Najib, A. (2024). The big data in financial reporting: A bibliometric analysis of global research trends. TOFEDU: The Future of Education Journal, 3(5), 1473–1480. https://doi.org/10.61445/tofedu.v3i5.262

Nobanee, H. (2021). A bibliometric review of big data in finance. Big Data, 9(2), 73–78. https://doi.org/10.1089/big.2021.29044

Nobanee, H., Shanti, H., Aldhanhani, H., Alblooshi, A., & Alali, E. (2022). Big data and credit risk assessment: A bibliometric review, current streams, and directions for future research. Cogent Economics & Finance, 10(1). https://doi.org/10.1080/23322039.2022.2132638

Sharma, S. (2023). Big data in finance: A systematic literature review. AIP Conference Proceedings, 2909(1). https://doi.org/10.1063/5.0182378

Subrahmanyam, A. (2019). Big data in finance: Evidence and challenges. Borsa Istanbul Review, 19(4), 283–287. https://doi.org/10.1016/j.bir.2019.07.007

Zhao, Y., Du, H., Li, Q., Zhuang, F., Liu, J., & Kou, G. (2022). A comprehensive survey on enterprise financial risk analysis from big data perspective.

Downloads

Published

2025-11-04

How to Cite

Cindy Aulia Rahmawati, Ervina Dwi Solafide, & Estika Al Bayentika. (2025). Big Data Finance: A Bibliometric Exploration of Research Frontiers and Emerging Trends. International Journal of Economics, Commerce, and Management, 1(1), 40–50. https://doi.org/10.62951/ijecm.v1i1.1029