The Balance of the Tripod: Literacy–Stability Divergence and Economic Growth in Developed and Developing Economies

Authors

  • Husnain Mubashar Management Sciences Department, Bahria University Lahore Campus, Lahore, Pakistan
  • Adnan Hushmat Management Sciences Department, Bahria University Lahore Campus, Lahore, Pakistan

DOI:

https://doi.org/10.63544/jbii.v5i8.151

Keywords:

Financial Tripod, Financial Literacy, Financial Stability, Financial Inclusion, Principal Component Analysis, Economic Growth, Driscoll–Kraay, Panel Data, OECD, SAARC

Abstract

Traditional composite indexes of financial development usually include only the first principal component of the pillars, implying that there is only a single latent dimension of financial development which accounts for all the variation relevant to growth. In this study, what happens when we assume otherwise? A two-stage PCA, computed on a balanced economy panel, using the same eight economies (four OECD: Australia, Canada, Finland, Germany and four SAARC: Pakistan, India, Bangladesh, Sri Lanka), over the period 2004–2022, reveals that the key dimensions of the financial tripod – inclusion, literacy, and stability – are empirically two-dimensional, with a second PCA axis orthogonal to the balanced-development composite and loading positively on financial literacy and negatively on bank stability explaining 41.2 percent of the variance in the pillars, and the combined share of these two axes being 87.1 percent. We view this second dimension as a literacy–stability divergence, that is, the degree to which the demand-side knowledge pillar grows faster than the institutional stability pillar, and examine its growth implications in a two-way fixed-effects framework estimated in first differences with standard errors of the Driscoll–Kraay type, a framework that directly tackles the non-stationarity, serial correlation and cross-sectional dependence problems typical of small-N macro-financial panels. The coefficient of Divergence growth in the developing sub-sample is strongly and robustly negative in all re-estimations with one country removed from the sample (β = −6.07, p < 0.001), but is exactly zero in the developed sub-sample. This is substantiated by a development-status interaction (p < 0.001). The results suggest that, in the context of developing economies, the financial tri-pod's growth premium is not just the advance of the pillars, but a measure of whether they move together or not and a sort of growth penalty for the output cost of literacy-led expansion without the commensurate institutional stability.

References

Arcand, J. L., Berkes, E., & Panizza, U. (2015). Too much finance? Journal of Economic Growth, 20(2), 105–148. https://doi.org/10.1007/s10887-015-9115-2

Arellano, M., & Bond, S. (1991). Some tests of specification for panel data: Monte Carlo evidence and an application to employment equations. The Review of Economic Studies, 58(2), 277–297. https://doi.org/10.2307/2297968

Boikos, S., Panagiotidis, T., & Voucharas, G. (2025). Financial literacy, financial development and economic growth. International Journal of Finance & Economics. Advance online publication. https://doi.org/10.1002/ijfe.70074

Čihák, M., Mare, D. S., & Melecky, M. (2016). The nexus of financial inclusion and financial stability: A study of trade-offs and synergies (Policy Research Working Paper No. 7722). World Bank. https://doi.org/10.1596/1813-9450-7722

Damane, M., & Ho, S. Y. (2024). The impact of financial inclusion on financial stability: Review of theories and international evidence. Development Studies Research, 11(1), Article 2373459. https://doi.org/10.1080/21665095.2024.2373459

Demirgüç-Kunt, A., & Detragiache, E. (1998). The determinants of banking crises in developing and developed countries. IMF Staff Papers, 45(1), 81–109. https://doi.org/10.2307/3867330

Demirgüç-Kunt, A., Klapper, L., Singer, D., & Ansar, S. (2022). The Global Findex Database 2021: Financial inclusion, digital payments, and resilience in the age of COVID-19. World Bank. https://doi.org/10.1596/978-1-4648-1897-4

Dickey, D. A., & Fuller, W. A. (1979). Distribution of the estimators for autoregressive time series with a unit root. Journal of the American Statistical Association, 74(366), 427–431. https://doi.org/10.2307/2286348

Driscoll, J. C., & Kraay, A. C. (1998). Consistent covariance matrix estimation with spatially dependent panel data. The Review of Economics and Statistics, 80(4), 549–560. https://doi.org/10.1162/003465398557825

Granger, C. W. J., & Newbold, P. (1974). Spurious regressions in econometrics. Journal of Econometrics, 2(2), 111–120. https://doi.org/10.1016/0304-4076(74)90034-7

Hoechle, D. (2007). Robust standard errors for panel regressions with cross-sectional dependence. The Stata Journal, 7(3), 281–312. https://doi.org/10.1177/1536867X0700700301

Im, K. S., Pesaran, M. H., & Shin, Y. (2003). Testing for unit roots in heterogeneous panels. Journal of Econometrics, 115(1), 53–74. https://doi.org/10.1016/S0304-4076(03)00092-7

International Monetary Fund. (2024). Financial Access Survey: 2024 highlights—Marking 15 years of supporting financial inclusion. International Monetary Fund.

Jolliffe, I. T. (2002). Principal component analysis (2nd ed.). Springer. https://doi.org/10.1007/b98835

Jungo, J., Madaleno, M., & Botelho, A. (2024). Financial literacy, financial innovation, and financial inclusion as mitigating factors of the adverse effect of corruption on banking stability indicators. The Journal of the Knowledge Economy, 15(2), 8842–8873. https://doi.org/10.1007/s13132-023-01442-2

Kaiser, H. F. (1960). The application of electronic computers to factor analysis. Educational and Psychological Measurement, 20(1), 141–151. https://doi.org/10.1177/001316446002000116

King, R. G., & Levine, R. (1993). Finance and growth: Schumpeter might be right. The Quarterly Journal of Economics, 108(3), 717–737. https://doi.org/10.2307/2118405

Klapper, L., Lusardi, A., & van Oudheusden, P. (2015). Financial literacy around the world: Insights from the Standard & Poor’s Ratings Services Global Financial Literacy Survey. Global Financial Literacy Excellence Center.

Laeven, L., & Levine, R. (2009). Bank governance, regulation and risk taking. Journal of Financial Economics, 93(2), 259–275. https://doi.org/10.1016/j.jfineco.2008.10.003

Law, S. H., & Singh, N. (2014). Does too much finance harm economic growth? Journal of Banking & Finance, 41, 36–44. https://doi.org/10.1016/j.jbankfin.2013.12.020

Levine, R. (2005). Finance and growth: Theory and evidence. In P. Aghion & S. N. Durlauf (Eds.), Handbook of economic growth (Vol. 1, Part A, pp. 865–934). Elsevier. https://doi.org/10.1016/S1574-0684(05)01012-9

Loayza, N. V., & Rancière, R. (2006). Financial development, financial fragility, and growth. Journal of Money, Credit and Banking, 38(4), 1051–1076. https://doi.org/10.1353/mcb.2006.0060

Lusardi, A., & Mitchell, O. S. (2014). The economic importance of financial literacy: Theory and evidence. Journal of Economic Literature, 52(1), 5–44. https://doi.org/10.1257/jel.52.1.5

Minsky, H. P. (1986). Stabilizing an unstable economy. Yale University Press.

Mubashar, H., & Hushmat, A. (n.d.). The financial tripod and economic growth: Composite evidence from developed and developing economies [Manuscript submitted for publication]. Management Sciences Department, Bahria University.

Organisation for Economic Co-operation and Development. (2008). Handbook on constructing composite indicators: Methodology and user guide. OECD Publishing. https://doi.org/10.1787/9789264043466-en

Patrick, H. T. (1966). Financial development and economic growth in underdeveloped countries. Economic Development and Cultural Change, 14(2), 174–189. https://doi.org/10.1086/450153

Pesaran, M. H. (2021). General diagnostic tests for cross-sectional dependence in panels. Empirical Economics, 60(1), 13–50. https://doi.org/10.1007/s00181-020-01875-7

Philippon, T., & Reshef, A. (2013). An international look at the growth of modern finance. Journal of Economic Perspectives, 27(2), 73–96. https://doi.org/10.1257/jep.27.2.73

Rajan, R. G. (2009). A hundred small steps: Report of the Committee on Financial Sector Reforms. Planning Commission, Government of India.

Rajan, R. G. (2010). Fault lines: How hidden fractures still threaten the world economy. Princeton University Press.

Rajan, R. G., & Zingales, L. (1998). Financial dependence and growth. The American Economic Review, 88(3), 559–586.

Roodman, D. (2009). A note on the theme of too many instruments. Oxford Bulletin of Economics and Statistics, 71(1), 135–158. https://doi.org/10.1111/j.1468-0084.2008.00542.x

Rousseau, P. L., & Wachtel, P. (2011). What is happening to the impact of financial deepening on economic growth? Economic Inquiry, 49(1), 276–288. https://doi.org/10.1111/j.1465-7295.2009.00297.x

Sahay, R., Čihák, M., N’Diaye, P., Barajas, A., Bi, R., Ayala, D., Gao, Y., Kyobe, A., Nguyen, L., Saborowski, C., Svirydzenka, K., & Yousefi, S. R. (2015). Rethinking financial deepening: Stability and growth in emerging markets (IMF Staff Discussion Note SDN/15/08). International Monetary Fund.

Sarma, M. (2008). Index of financial inclusion (Working Paper No. 215). Indian Council for Research on International Economic Relations.

Schumpeter, J. A. (1934). The theory of economic development: An inquiry into profits, capital, credit, interest, and the business cycle. Harvard University Press.

Stiglitz, J. E., & Weiss, A. (1981). Credit rationing in markets with imperfect information. The American Economic Review, 71(3), 393–410.

Author Biography

Husnain Mubashar, Management Sciences Department, Bahria University Lahore Campus, Lahore, Pakistan

Downloads

Published

2026-08-11

How to Cite

Mubashar, H., & Hushmat , A. (2026). The Balance of the Tripod: Literacy–Stability Divergence and Economic Growth in Developed and Developing Economies. Journal of Business Insight and Innovation, 5(8), 207–218. https://doi.org/10.63544/jbii.v5i8.151

Similar Articles

<< < 4 5 6 7 8 9 10 11 12 13 > >> 

You may also start an advanced similarity search for this article.