Pengaruh Penggunaan Teknologi Big Data dan Efisiensi Operasi Terhadap Kinerja Keuangan Perusahaan Perbankan
Abstract
The development of technology, especially Big Data, has brought significant changes in the banking industry by enabling the optimisation of risk analysis, increased operational efficiency, and more accurate decision-making. However, the impact of the application of Big Data on the financial performance of banks in Indonesia has not been widely studied empirically. This study aims to analyse the effect of the use of Big Data technology and operational efficiency on the financial performance of banks in Indonesia. Using a quantitative approach, this study processes secondary data from the annual reports of 12 banks classified as Core Capital Bank Group (KBMI) 3 during the period 2021-2023. The independent variables in this study include the application of Big Data and operational efficiency as measured by the ratio of operating expenses to operating income (BOPO), while financial performance is measured using the CAMEL method. The data was analysed using multiple linear regression after going through a series of classical assumption tests. The results show that although the adoption of Big Data in the banking sector has increased in recent years, it has not had a significant impact on the financial performance of banks. Similarly, operational efficiency as measured by BOPO does not have a significant relationship with financial performance. Overall, the findings indicate that other factors, such as capital policy, risk management, and regulation, have a more dominant influence on banks' financial stability and performance.
Downloads
References
Ahmad, H., Kilani, Q., & Alnajdawi, S. (2023). The effects of big data analytics and workplace pressures on productivity. International Journal of Data and Network Science, 7(4). https://doi.org/10.5267/j.ijdns.2023.8.014
Al-Ghiffari, D. D., & Viverita, V. (2024). The Influence of Banking Regulation and Board Remuneration on Cost Efficiency of Indonesian Banks. 5th International Conference on Global Innovation and Trends in Economy 2024 (INCOGITE 2024), 109–131.
Ali, Q., Salman, A., Yaacob, H., Zaini, Z., & Abdullah, R. (2020). Does big data analytics enhance sustainability and financial performance? The case of ASEAN banks. Journal of Asian Finance, Economics and Business, 7(7). https://doi.org/10.13106/jafeb.2020.vol7.no7.001
Daryatno, A. B. (2022). Faktor-faktor yang Mempengaruhi Kinerja Keuangan Perusahaan yang Terdaftar di Bursa Efek Indonesia. Ultimaccounting Jurnal Ilmu Akuntansi, 14(1), 83–102.
Dewi, R. R., & Ramadhan, D. Y. (2024). Faktor-Faktor Pemanfaatan Teknologi Informasi (TI) Yang Mempengaruhi Nilai Perusahaan Di Era Industri 4.0. Media Riset Akuntansi, Auditing & Informasi, 24(1), 1–18.
Ihsan, M. C. (2023). Apakah Big Data Analytics Capability Meningkatkan Nilai Bisnis Dan Kinerja Perusahaan: Studi Kasus Indonesia. … : Indonesian Journal of Business and …, 3(2).
Jameaba, M. (2024). Digitalization, Emerging Technologies, and Financial Stability: Challenges and Opportunities for the Indonesian Banking Sector and Beyond. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.4808469
Khanh, H. N. (2024). Literature Review of Measuring Operational Efficiency of Commercial Banks using DEA Model.
Kurniawan, S. D., Widiastuti, R. Y., Hermanto, D. M. C., Mukhlis, I. R., Pipin, S. J., Surianto, D. F., Priyatno, A. M., Pasaribu, A. A., & Judijanto, L. (2024). Big Data: Mengenal Big Data & Implementasinya di Berbagai Bidang. PT. Sonpedia Publishing Indonesia.
Mayasari, E., & Agussalim, A. (2023). Literature Review: Big Data dan Data Analys pada Perusahaan. Jurnal Ilmiah Sistem Informasi Dan Ilmu Komputer, 3(3). https://doi.org/10.55606/juisik.v3i3.680
Melnychenko, S., Volosovych, S., & Baraniuk, Y. (2020). Dominant ideas of financial technologies in digital banking. Baltic Journal of Economic Studies, 6(1), 92–99.
Muchlis, M. (2023). Financial performance: big data & sustainabiity competitive advantage studi kasus institusi keuangan di indonesia. Sustainable Jurnal Akuntansi, 3(2), 282–300.
Muhadzdzib, M. F., & Leon, F. M. (2022). Influence of Financial Soundness on Financial Performance in the Banking Sector Listed on the IDX. International Journal of Scientific Research and Management, 10(12). https://doi.org/10.18535/ijsrm/v10i12.em012
Nadiah, J. I., & Filianti, D. (2022). Hubungan Kualitas Audit, Komite Audit, dan Dewan Pengawas Syariah terhadap Kinerja Bank Umum Syariah di Indonesia. Jurnal Ekonomi Syariah Teori Dan Terapan, 9(5).
Pradhan, R. S., & Shrestha, A. K. (2017). The Impact of Capital Adequacy and Bank Operating Efficiency on Financial Performance of Nepalese Commercial Banks. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.3044068
Pratiwi, D., & Kurniawan, B. (2018). Pengaruh Penerapan Manajemen Risiko Terhadap Kinerja Keuangan Industri Perbankan. Jurnal Akuntansi Bisnis, 10(1).
Purnomo, H., & Nurcahyani, I. S. (2024). Determinan Return On Asset Pada Bank BUMN. TRANSEKONOMIKA: AKUNTANSI, BISNIS DAN KEUANGAN, 3(5). https://doi.org/10.55047/transekonomika.v3i5.567
Putra, M. A. (2022). Impact of Digital Transformation and Big Data Analytic Capabilities of The Indonesian Bank Profitability. Journal of Economics, Business, & Accountancy Ventura, 25(2). https://doi.org/10.14414/jebav.v25i2.3121
Sahputra, E. S. A., & Nendi, I. (2024). Penerapan Big Data Dan Analytics Untuk Meningkatkan Keunggulan Kompetitif. Cakrawala Repositori IMWI, 7(1). https://doi.org/10.52851/cakrawala.v7i1.634
Srivastava, A., Singh, S. K., Tanwar, S., & Tyagi, S. (2017). Suitability of big data analytics in Indian banking sector to increase revenue and profitability. Proceedings - 2017 3rd International Conference on Advances in Computing, Communication and Automation (Fall), ICACCA 2017, 2018-January. https://doi.org/10.1109/ICACCAF.2017.8344732
Sugiyono. (2016). Metode Penelitian Kuantitatif, Kualitatif dan R&D. PT Alfabet.
Verawati, V., Sriwati, S., & Kurniawati, H. (2023). The Impact Of Credit Risk On The Financial Performance Of Indonesian Stock Exchange-Listed Banks. International Journal of Application on Economics and Business, 1(4), 2684–2693.
Walker, R. (2016). From big data to big profits: success with data and analytics. In Oxford University Press (Vol. 53, Issue 05). Oxford University Press. https://doi.org/10.5860/choice.193961
Copyright (c) 2025 Nugroho Nurdhianto

This work is licensed under a Creative Commons Attribution 4.0 International License.