Research Article
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Financial Development, Economic Growth, and Human Capital Accumulation in Turkey: Evidence from a Nonlinear ARDL Approach

Year 2026, Volume: 13 Issue: 1, 24 - 42, 26.03.2026
https://doi.org/10.48064/equinox.1861092
https://izlik.org/JA93XA52BK

Abstract

This study examines the impact of financial development and economic growth on human capital accumulation in Turkey during the period 1980-2019. Departing from the traditional linear modeling framework, the analysis employs a nonlinear autoregressive distributed lag (NARDL) approach to capture potential asymmetries arising from positive and negative shocks in financial development and economic growth. Human capital is modeled as a function of the composite financial development index and real economic growth using annual data obtained from international databases. Empirical findings reveal a long-term cointegration relationship between the variables. Financial development has a negative impact on human capital in the short term, but its effect turns positive in the long term. This situation indicates that transition period adjustment costs and the initial misallocation of credit may temporarily exclude education-related investments. In contrast, economic growth continuously increases human capital accumulation. In the short term, asymmetry is observed, with positive growth shocks having a stronger effect than negative shocks. Overall, the results emphasize the importance of well-functioning and inclusive financial systems alongside sustainable economic growth to promote human capital formation in developing economies such as Turkey.

References

  • Adeli Nik, H., Sattari Nasab, Z., Salmani, Y., & Shahriari, N. (2013). The relationship between financial development indicators and human capital in Iran. Management Science Letters, 3(5), 1261–1272.
  • Akça, M. (2024). Makro ihtiyati bir araç olarak zorunlu karşılık uygulamasının finansal istikrar üzerindeki etkisi; Türkiye ekonomisi üzerine bir uygulama. Uluslararası Yönetim iktisat ve işletme Dergisi, 20(4), 1129-1146.
  • Ali, M., Raza, S. A., Puah, C.-H., & Samdani, S. (2021). How financial development and economic growth influence human capital in low-income countries. International Journal of Social Economics, 48(10), 1393–1407.
  • Arcand, J.-L., Berkes, E., & Panizza, U. (2015). Too much finance? Journal of Economic Growth, 20(2), 105–148.
  • Arora, R. U. (2012). Financial inclusion and human capital in developing Asia: The Australian connection. Third World Quarterly, 33(1), 177–197.
  • Banerjee, A. V., & Newman, A. F. (1993). Occupational choice and the process of development. Journal of Political Economy, 101(2), 274–298.
  • Beck, T., Levine, R., & Loayza, N. (2000). Finance and the sources of growth. Journal of Financial Economics, 58(1–2), 261–300.
  • Becker, G. S. (1964). Human capital: A theoretical and empirical analysis, with special reference to education. National Bureau of Economic Research.
  • Bencivenga, V. R., & Smith, B. D. (1991). Financial intermediation and endogenous growth. The Review of Economic Studies, 58(2), 195–209.
  • Čihák, M., Demirgüç-Kunt, A., Feyen, E., & Levine, R. (2012). Benchmarking financial systems around the world (Policy Research Working Paper No. 6175). World Bank.
  • Dada, J. T., Adeiza, A., Ismail, N. A., & Marina, A. (2022). Investigating the link between economic growth, financial development, urbanization, natural resources, human capital, trade openness and ecological footprint: Evidence from Nigeria. Journal of Bioeconomics.
  • De Gregorio, J. (1996). Borrowing constraints, human capital accumulation, and growth. Journal of Monetary Economics, 37(1), 49–71.
  • 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(366a), 427-431.
  • Galor, O., & Zeira, J. (1993). Income distribution and macroeconomics. The Review of Economic Studies, 60(1), 35–52.
  • Greenwood, J., & Jovanovic, B. (1990). Financial development, growth, and the distribution of income. Journal of Political Economy, 98(5), 1076–1107.
  • Ha, N. M., & Ngoc, B. H. (2022). The asymmetric effect of financial development on human capital: Evidence from a nonlinear ARDL approach. The Journal of International Trade & Economic Development, 31(6), 936–952.
  • Ha, N. M., Ngoc, B. H., & Vo, D. H. (2023). Does financial development affect human capital? Evidence from Vietnam. Journal of Asia Business Studies, 17(4), 785–803.
  • Kılıç, C., & Özcan, B. (2018). The impact of financial development on human capital: Evidence from emerging market economies. International Journal of Economics and Financial Issues, 8(1), 258–267.
  • King, R. G., & Levine, R. (1993). Finance and growth: Schumpeter might be right. The Quarterly Journal of Economics, 108(3), 717–737.
  • Kwiatkowski, D., Phillips, P. C., Schmidt, P., & Shin, Y. (1992). Testing the null hypothesis of stationarity against the alternative of a unit root: How sure are we that economic time series have a unit root? Journal of econometrics, 54(1-3), 159-178.
  • Levine, R. (2005). Finance and growth: Theory and evidence. In P. Aghion & S. N. Durlauf (Eds.), Handbook of economic growth (Vol. 1A, pp. 865–934). Elsevier.
  • Lucas, R. E., Jr. (1988). On the mechanics of economic development. Journal of Monetary Economics, 22(1), 3–42.
  • Nguyen, T. A. N. (2022). Financial development, human resources, and economic growth in transition countries. Economies, 10(6), 138.
  • Pagano, M. (1993). Financial markets and growth: An overview. European Economic Review, 37(2–3), 613–622.
  • Pesaran, M. H., Shin, Y., & Smith, R. J. (2001). Bounds testing approaches to the analysis of level relationships. Journal of applied econometrics, 16(3), 289-326.
  • Romer, P. M. (1990). Endogenous technological change. Journal of Political Economy, 98(5, Part 2), S71–S102.
  • Saroj, S., Shastri, R. K., Singh, P., Tripathi, M. A., Dutta, S., & Chaubey, A. (2023). In what ways does human capital influence the relationship between financial development and economic growth? Benchmarking: An International Journal, 31(4), 1073–1091.
  • Sarwar, A., Khan, M. A., Sarwar, Z., & Khan, W. (2021). Financial development, human capital and its impact on economic growth of emerging countries. Asian Journal of Economics and Banking, 5(1), 86–100.
  • Schultz, T. W. (1961). Investment in human capital. The American Economic Review, 51(1), 1–17.
  • Sehrawat, M., & Giri, A. K. (2017). An empirical relationship between financial development indicators and human capital in some selected Asian countries. International Journal of Social Economics, 44(3), 337–349.
  • Shin, Y., Yu, B. & Greenwood-Nimmo, M. (2014). Modelling asymmetric cointegration and dynamic multipliers in a nonlinear ARDL framework. In: Sickles R., Horrace W. (Eds) Festschrift in Honor of Peter Schmidt: Econometric Methods and Applications (pp. 281-314). New York Springer.
  • Svirydzenka, K. (2016). Introducing a new broad-based index of financial development (IMF Working Paper No. WP/16/5). International Monetary Fund.
  • Şenol, Z. (2019). Finansal gelişim ile insani gelişim arasındaki ilişki: Gelişmiş ve gelişmekte olan ülkeler örneği. Uluslararası Yönetim İktisat ve İşletme Dergisi, 15(2), 341–358.
  • Vo, D. H., Nguyen, N. T., Van, L. T.-H., & Ho, C. M. (2021). Does financial development improve human capital accumulation in the Southeast Asian countries? Cogent Economics & Finance, 9(1), 1932245.

Türkiye'de Finansal Gelişme, Ekonomik Büyüme ve Beşerî Sermaye Birikimi: Doğrusal Olmayan ARDL Yaklaşımından Kanıtlar

Year 2026, Volume: 13 Issue: 1, 24 - 42, 26.03.2026
https://doi.org/10.48064/equinox.1861092
https://izlik.org/JA93XA52BK

Abstract

Bu çalışma, 1980-2019 döneminde Türkiye'de finansal gelişme ve ekonomik büyümenin beşerî sermaye birikimi üzerindeki etkisini incelemektedir. Geleneksel doğrusal modelleme çerçevesinden ayrılan analiz, finansal gelişme ve ekonomik büyümedeki olumlu ve olumsuz şoklardan kaynaklanan potansiyel asimetrileri yakalamak için doğrusal olmayan otoregresif dağıtılmış gecikme (NARDL) yaklaşımını kullanmaktadır. Beşerî sermaye, uluslararası veri tabanlarından elde edilen yıllık veriler kullanılarak, bileşik finansal gelişme endeksi ve reel ekonomik büyümenin bir fonksiyonu olarak modellenmiştir. Ampirik bulgular, değişkenler arasında uzun vadeli bir eşbütünleşme ilişkisi olduğunu ortaya koymaktadır. Finansal gelişme kısa vadede beşerî sermaye üzerinde olumsuz bir etki yaratırken, uzun vadede etkisi olumluya dönmektedir. Bu durum, geçiş dönemi uyum maliyetleri ve kredilerin başlangıçta yanlış tahsis edilmesinin eğitimle ilgili yatırımları geçici olarak dışlayabileceğini göstermektedir. Buna karşılık, ekonomik büyüme beşerî sermaye birikimini sürekli olarak artırmaktadır. Kısa vadede asimetri olduğu ve pozitif büyüme şoklarının negatif şoklardan daha güçlü bir etkiye sahip olduğu görülmektedir. Sonuçlar genel olarak, Türkiye gibi gelişmekte olan ekonomilerde beşerî sermaye oluşumunu teşvik etmek için, sürdürülebilir ekonomik büyümeyle birlikte iyi işleyen ve kapsayıcı finansal sistemlerin önemini vurgulamaktadır.

References

  • Adeli Nik, H., Sattari Nasab, Z., Salmani, Y., & Shahriari, N. (2013). The relationship between financial development indicators and human capital in Iran. Management Science Letters, 3(5), 1261–1272.
  • Akça, M. (2024). Makro ihtiyati bir araç olarak zorunlu karşılık uygulamasının finansal istikrar üzerindeki etkisi; Türkiye ekonomisi üzerine bir uygulama. Uluslararası Yönetim iktisat ve işletme Dergisi, 20(4), 1129-1146.
  • Ali, M., Raza, S. A., Puah, C.-H., & Samdani, S. (2021). How financial development and economic growth influence human capital in low-income countries. International Journal of Social Economics, 48(10), 1393–1407.
  • Arcand, J.-L., Berkes, E., & Panizza, U. (2015). Too much finance? Journal of Economic Growth, 20(2), 105–148.
  • Arora, R. U. (2012). Financial inclusion and human capital in developing Asia: The Australian connection. Third World Quarterly, 33(1), 177–197.
  • Banerjee, A. V., & Newman, A. F. (1993). Occupational choice and the process of development. Journal of Political Economy, 101(2), 274–298.
  • Beck, T., Levine, R., & Loayza, N. (2000). Finance and the sources of growth. Journal of Financial Economics, 58(1–2), 261–300.
  • Becker, G. S. (1964). Human capital: A theoretical and empirical analysis, with special reference to education. National Bureau of Economic Research.
  • Bencivenga, V. R., & Smith, B. D. (1991). Financial intermediation and endogenous growth. The Review of Economic Studies, 58(2), 195–209.
  • Čihák, M., Demirgüç-Kunt, A., Feyen, E., & Levine, R. (2012). Benchmarking financial systems around the world (Policy Research Working Paper No. 6175). World Bank.
  • Dada, J. T., Adeiza, A., Ismail, N. A., & Marina, A. (2022). Investigating the link between economic growth, financial development, urbanization, natural resources, human capital, trade openness and ecological footprint: Evidence from Nigeria. Journal of Bioeconomics.
  • De Gregorio, J. (1996). Borrowing constraints, human capital accumulation, and growth. Journal of Monetary Economics, 37(1), 49–71.
  • 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(366a), 427-431.
  • Galor, O., & Zeira, J. (1993). Income distribution and macroeconomics. The Review of Economic Studies, 60(1), 35–52.
  • Greenwood, J., & Jovanovic, B. (1990). Financial development, growth, and the distribution of income. Journal of Political Economy, 98(5), 1076–1107.
  • Ha, N. M., & Ngoc, B. H. (2022). The asymmetric effect of financial development on human capital: Evidence from a nonlinear ARDL approach. The Journal of International Trade & Economic Development, 31(6), 936–952.
  • Ha, N. M., Ngoc, B. H., & Vo, D. H. (2023). Does financial development affect human capital? Evidence from Vietnam. Journal of Asia Business Studies, 17(4), 785–803.
  • Kılıç, C., & Özcan, B. (2018). The impact of financial development on human capital: Evidence from emerging market economies. International Journal of Economics and Financial Issues, 8(1), 258–267.
  • King, R. G., & Levine, R. (1993). Finance and growth: Schumpeter might be right. The Quarterly Journal of Economics, 108(3), 717–737.
  • Kwiatkowski, D., Phillips, P. C., Schmidt, P., & Shin, Y. (1992). Testing the null hypothesis of stationarity against the alternative of a unit root: How sure are we that economic time series have a unit root? Journal of econometrics, 54(1-3), 159-178.
  • Levine, R. (2005). Finance and growth: Theory and evidence. In P. Aghion & S. N. Durlauf (Eds.), Handbook of economic growth (Vol. 1A, pp. 865–934). Elsevier.
  • Lucas, R. E., Jr. (1988). On the mechanics of economic development. Journal of Monetary Economics, 22(1), 3–42.
  • Nguyen, T. A. N. (2022). Financial development, human resources, and economic growth in transition countries. Economies, 10(6), 138.
  • Pagano, M. (1993). Financial markets and growth: An overview. European Economic Review, 37(2–3), 613–622.
  • Pesaran, M. H., Shin, Y., & Smith, R. J. (2001). Bounds testing approaches to the analysis of level relationships. Journal of applied econometrics, 16(3), 289-326.
  • Romer, P. M. (1990). Endogenous technological change. Journal of Political Economy, 98(5, Part 2), S71–S102.
  • Saroj, S., Shastri, R. K., Singh, P., Tripathi, M. A., Dutta, S., & Chaubey, A. (2023). In what ways does human capital influence the relationship between financial development and economic growth? Benchmarking: An International Journal, 31(4), 1073–1091.
  • Sarwar, A., Khan, M. A., Sarwar, Z., & Khan, W. (2021). Financial development, human capital and its impact on economic growth of emerging countries. Asian Journal of Economics and Banking, 5(1), 86–100.
  • Schultz, T. W. (1961). Investment in human capital. The American Economic Review, 51(1), 1–17.
  • Sehrawat, M., & Giri, A. K. (2017). An empirical relationship between financial development indicators and human capital in some selected Asian countries. International Journal of Social Economics, 44(3), 337–349.
  • Shin, Y., Yu, B. & Greenwood-Nimmo, M. (2014). Modelling asymmetric cointegration and dynamic multipliers in a nonlinear ARDL framework. In: Sickles R., Horrace W. (Eds) Festschrift in Honor of Peter Schmidt: Econometric Methods and Applications (pp. 281-314). New York Springer.
  • Svirydzenka, K. (2016). Introducing a new broad-based index of financial development (IMF Working Paper No. WP/16/5). International Monetary Fund.
  • Şenol, Z. (2019). Finansal gelişim ile insani gelişim arasındaki ilişki: Gelişmiş ve gelişmekte olan ülkeler örneği. Uluslararası Yönetim İktisat ve İşletme Dergisi, 15(2), 341–358.
  • Vo, D. H., Nguyen, N. T., Van, L. T.-H., & Ho, C. M. (2021). Does financial development improve human capital accumulation in the Southeast Asian countries? Cogent Economics & Finance, 9(1), 1932245.
There are 34 citations in total.

Details

Primary Language Turkish
Subjects Policy and Administration (Other)
Journal Section Research Article
Authors

Murat Akça 0000-0002-9974-8697

Submission Date January 11, 2026
Acceptance Date March 12, 2026
Publication Date March 26, 2026
DOI https://doi.org/10.48064/equinox.1861092
IZ https://izlik.org/JA93XA52BK
Published in Issue Year 2026 Volume: 13 Issue: 1

Cite

APA Akça, M. (2026). Türkiye’de Finansal Gelişme, Ekonomik Büyüme ve Beşerî Sermaye Birikimi: Doğrusal Olmayan ARDL Yaklaşımından Kanıtlar. Ekinoks Ekonomi İşletme Ve Siyasal Çalışmalar Dergisi, 13(1), 24-42. https://doi.org/10.48064/equinox.1861092


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