International Peer-Reviewed Journal•Open Access•ISSN 2456-8880
irejournals@gmail.com•+91-7433024337

Home / Current Issue / Paper 1719331

1719331 Vol 9 · Issue 12 Download Paper

Evaluating Cost Reduction and Revenue Enhancement Mechanisms in the Nexus between Digital Intensity and Banking Performance in Nigeria

Ayadi, Moniaye

Subject area: Arts, Social Sciences and Humanities  ·  Area of research: Accounting and Finance

DOI: 10.64388/IREV9I12-1719331

Abstract

This study investigates whether digital transformation within Nigerian deposit money banks primarily improves banking performance through cost reduction mechanism or through revenue-enhancing financial intermediation channels. Using a balanced panel dataset of 12 listed Nigerian deposit money banks over the period 2000–2024, the study constructs a Digital Intensity Index (DII) capturing multidimensional digital banking adoption including ATM services, POS transactions, internet banking, mobile banking, USSD services, NIBSS instant payments, electronic banking income and digital infrastructure deployment. The study employs dynamic panel System-Generalized Method of Moments (System-GMM) estimation with year effects to address endogeneity, persistence and chronology-related identification concerns associated with digital transformation variables. Threshold regression analysis is further employed to investigate possible nonlinear digital maturity effects. The findings reveal that digital intensity significantly reduces total intermediation cost while simultaneously enhancing total revenue and net interest margin. However, elasticity-based comparative analysis shows that the revenue-enhancement effect of digital transformation is stronger than its cost-reduction effect, suggesting that digital banking in Nigeria increasingly operates as a strategic intermediation and transaction-expansion mechanism rather than merely an operational cost-minimization tool. The study further finds the existence of a significant digital maturity threshold beyond which the performance gains from digital transformation become substantially stronger. Robustness checks using alternative cost definitions, post-2012 subsamples and year-fixed effects confirm the stability of the core findings. The study contributes to banking digitalisation literature by decomposing the effects of digital transformation into cost-intermediation and revenue-intermediation channels within a dynamic emerging-market banking framework.

Keywords

Banking Performance, Digital Banking, Digital Intensity Index, Financial Intermediation, Nigeria, System-GMM, Threshold Regression.

References

[1] Adewoye, J. O. (2013). Impact of mobile banking on service delivery in the Nigerian commercial banks. International Review of Management and Business Research, 2(2), 333–344.

[2] Akinwale, Y., & Kyari, A. K. (2020). Digital financial services and banking sector performance in Nigeria. Journal of African Business, 21(4), 512–530.

[3] Ayadi, M., et al. (2026). AI-driven Digital Intensity Index for Nigerian DMBs (2000–2024): Computational, Validity and Practical Usage Approaches. Forthcoming manuscript.

[4] Ayadi, M. (2026). Artificial Intelligence and FinTech Intensity: A Multi-Region Panel Analysis of its Determinants (2000–2024) Forthcoming manuscript.

[5] Berger, A. N., & DeYoung, R. (1997). Problem loans and cost efficiency in commercial banks. Journal of Banking & Finance, 21(6), 849–870.

[6] Boot, A. W. A., Hoffmann, P., Laeven, L., & Ratnovski, L. (2021). Fintech: What's old, what's new? Journal of Financial Stability, 53, 100836.

[7] Diamond, D. W. (1984). Financial intermediation and delegated monitoring. Review of Economic Studies, 51(3), 393–414.

[8] Gurley, J. G., & Shaw, E. S. (1960). Money in a Theory of Finance. Brookings Institution.

[9] Hansen, B. E. (1999). Threshold effects in non-dynamic panels: Estimation, testing, and inference. Journal of Econometrics, 93(2), 345–368.

[10] Hernando, I., & Nieto, M. J. (2007). Is the internet delivery channel changing banks’ performance? The case of Spanish banks. Journal of Banking & Finance, 31(4), 1083–1099.

[11] Hughes, J. P., & Mester, L. J. (2013). Measuring the performance of banks: Theory, practice, evidence, and some policy implications. In A. Berger, P. Molyneux, & J. Wilson (Eds.), The Oxford handbook of banking (pp. 247–270). Oxford University Press.

[12] Ozili, P. K. (2018). Impact of digital finance on financial inclusion and stability. Borsa Istanbul Review, 18(4), 329–340.

[13] Ozili, P. K. (2020). Digital finance, financial inclusion and sustainable development in Africa. International Journal of Sustainable Economy, 12(4), 329–340.

[14] Rogers, E. M. (2003). Diffusion of innovations (5th ed.). Free Press.

[15] Siddik, M. N. A., Sun, G., Kabiraj, S., Shanmugan, J., & Yanjuan, C. (2016). Impacts of e-banking on performance of banks in a developing economy. International Journal of Finance & Economics, 21(3), 312–329.

[16] Teece, D. J., Pisano, G., & Shuen, A. (1997). Dynamic capabilities and strategic management. Strategic Management Journal, 18(7), 509–533.

[17] Vives, X. (2019). Digital disruption in banking. Annual Review of Financial Economics, 11, 243–272.

How to cite this paper

Ayadi, Moniaye "Evaluating Cost Reduction and Revenue Enhancement Mechanisms in the Nexus between Digital Intensity and Banking Performance in Nigeria" Iconic Research And Engineering Journals Volume 9 Issue 12 2026 Page 3400-3412 https://doi.org/10.64388/IREV9I12-1719331
Ayadi, Moniaye "Evaluating Cost Reduction and Revenue Enhancement Mechanisms in the Nexus between Digital Intensity and Banking Performance in Nigeria" Iconic Research And Engineering Journals, vol. 9, no. 12, Jun. 2026, doi: https://doi.org/10.64388/IREV9I12-1719331
Ayadi, Moniaye (2026). Evaluating Cost Reduction and Revenue Enhancement Mechanisms in the Nexus between Digital Intensity and Banking Performance in Nigeria. Iconic Research And Engineering Journals, 9(12). doi: https://doi.org/10.64388/IREV9I12-1719331
Ayadi, Moniaye "Evaluating Cost Reduction and Revenue Enhancement Mechanisms in the Nexus between Digital Intensity and Banking Performance in Nigeria" Iconic Research And Engineering Journals, vol. 9, no. 12, Jun. 2026. Crossref, https://doi.org/10.64388/IREV9I12-1719331
@article{1719331,
      author = {Ayadi, Moniaye},
      title = {Evaluating Cost Reduction and Revenue Enhancement Mechanisms in the Nexus between Digital Intensity and Banking Performance in Nigeria},
      journal = {Iconic Research And Engineering Journals},
      year = {2026},
      volume = {9},
      number = {12},
      pages = {3400-3412},
      issn = {2456-8880},
      url = {https://www.irejournals.com/formatedpaper/1719331.pdf},
      abstract = {This study investigates whether digital transformation within Nigerian deposit money banks primarily improves banking performance through cost reduction mechanism or through revenue-enhancing financial intermediation channels. Using a balanced panel dataset of 12 listed Nigerian deposit money banks over the period 2000–2024, the study constructs a Digital Intensity Index (DII) capturing multidimensional digital banking adoption including ATM services, POS transactions, internet banking, mobile banking, USSD services, NIBSS instant payments, electronic banking income and digital infrastructure deployment. The study employs dynamic panel System-Generalized Method of Moments (System-GMM) estimation with year effects to address endogeneity, persistence and chronology-related identification concerns associated with digital transformation variables. Threshold regression analysis is further employed to investigate possible nonlinear digital maturity effects. The findings reveal that digital intensity significantly reduces total intermediation cost while simultaneously enhancing total revenue and net interest margin. However, elasticity-based comparative analysis shows that the revenue-enhancement effect of digital transformation is stronger than its cost-reduction effect, suggesting that digital banking in Nigeria increasingly operates as a strategic intermediation and transaction-expansion mechanism rather than merely an operational cost-minimization tool. The study further finds the existence of a significant digital maturity threshold beyond which the performance gains from digital transformation become substantially stronger. Robustness checks using alternative cost definitions, post-2012 subsamples and year-fixed effects confirm the stability of the core findings. The study contributes to banking digitalisation literature by decomposing the effects of digital transformation into cost-intermediation and revenue-intermediation channels within a dynamic emerging-market banking framework.},
      keywords = {Banking Performance, Digital Banking, Digital Intensity Index, Financial Intermediation, Nigeria, System-GMM, Threshold Regression.},
      month = {June},
      doi = {https://doi.org/10.64388/IREV9I12-1719331}
  }