The Financial Development Index (FDI) Compilation through the Assessment of the Impact of Economic and Financial Indicators. Case of North Macedonia
Vjolca Hasani Limani
University of Tetova
https://doi.org/10.47191/jefms/v8-i3-53ABSTRACT:
This article investigates the Financial Development Index (FDI) calculation in North Macedonia (NM) by using yearly secondary time series dataset for a period of 1995-2022. The index compilation follows a wider matrix including variables of financial institutions and markets, using Principal Component Analysis. The empirical analysis uses Vector Autoregression (VAR) models and Granger causality Wald test. The model tests the relation and positive impact of the sub-indices and other major factors such as GDP, foreign investments, and income, also the negative impact of bank crisis and government expenditures. The extracted results confirm the hypothesis and show that the explanatory variables predict the short run values of the FDI. This result is an added value to the scientific analysis and provides valuable insights for future studies and national strategies of NM and emerging economies.
KEYWORDS:
Financial development, VAR, Financial development index (FDI), Emerging economy, North Macedonia.
JEL classification: G1, G2, O16.
REFERENCES:
1) Afzal A., Firdousi S.F, and Mahmood K,. 2023. "The links between financial depth and economic variables: evidence from Poland." Journal of Risk Finance 24 (4): 449-463. doi:10.1108/JRF-09-2022-0245.
2) Ahmad M, Mahyudin and Siong Hook,. 2022. "Financial development, institutions, and economic growth nexus: A spatial econometrics analysis using geographical and institutional proximities." Munich Personal RePEc Archive (MPRA Paper No. 114471). https://mpra.ub.uni-muenchen.de/114471/.
3) Ahmed, Musabeh., Koutibah, Alrifai., Mohammed, Kalloub. 2020. "4. Financial development, economic growth and welfare: evidence from emerging countries." ournal of Business, Economics and Finance. doi:10.17261/PRESSACADEMIA.2020.1218.
4) Alimi, and Santos. 2015. "Financial deepening and economic growth: A System GMM Panel Analysis with application to 7 SSA countries." Munich Personal RePEc Archive 65789. https://mpra.ub.uni-muenchen.de/65789/.
5) Arrellano, M. & Bover O. 1995. "Another Look at the Instrumental Variable Estimation of Error-Components Models." Journal of Econometrics 68 (1): 29-51. doi:doi: 10.1016/0304-4076(94)01642-D.
6) Audi, A., Ali A., and Hamadeh, H.F. 2022. "Nexus Among Innovations, Financial Development and Economic Growth in Developing Countries." Journal of Applied Economic Sciences 17: 4(78): 373 – 393.
7) Beck Th. 2014. "Finance and Growth: Too Much of a Good Thing?" Revue d'économie du développement 22: 67. doi:10.3917/edd.hs02.0067.
8) Beck, and Levine. 2002. "STOCK MARKETS, BANKS, AND GROWTH: PANEL EVIDENCE." NATIONAL BUREAU OF ECONOMIC RESEARCH Working Paper 9082. http://www.nber.org/papers/w9082.
9) Bilalli, Beka, and Gara. 2023. "FINANCIAL DEVELOPMENT AND ECONOMIC GROWTH: EVIDENCE FROM WESTERN BALKAN COUNTRIES." InterEULawEast : Journal for the international and european law, economics and market integrations 10 (1): 209-222. doi:10.22598/iele.2023.10.1.11.
10) Bllundell, R. & Bond, S. 1998. "Initial Conditions and Moment Restrictions in Dynamic Panel Data Models." Journal of Econometrics 87 (1): 115-143. doi:10.1016/S0304-4076(98)00009-8.
11) Bond. 2001. GMMEstimation of Empirical Growth Models. jontemple.org.uk.
12) Cakal-Velagic, and Silajdzic. 2024. "THE EFFECTS OF MACROECONOMIC AND FINANCIAL DEVELOPMENT ON INCOME INEQUALITY: EVIDENCE FROM THE WESTERN BALKANS." South East European Journal of Economics and Business 50-62. doi:10.2478/jeb-2024-0004.
13) Cavallaro E., Villani I,. 2022. "Beyond financial deepening: Rethinking the finance-growth relationship in an uneven world." Economic Modelling 116. doi:10.1016/j.econmod.2022.106009.
14) Chatelain. 2007. "Improving Consistent Moment Selection Procedures for Generalized Method of Moments Estimation." Economics Letters. doi:10.1016/j.econlet.2006.11.011.
15) Chihak M, Kunt A, Levine E, Feyen E. 2012. Benchmarking Financial Systems around the World. Working paper 6175, The World Bank.
16) Dauti B, Elezi S. 2022. "Economic growth in the Central East European Union and the Western Balkan countries in the course of Stability and Growth Pact and COVID-19." Zbornik Radova Ekonomskog Fakulteta u Rijeci / Proceedings of Rijeka School of Economics 40 (1): 29-61. doi:10.18045/zbefri.2022.1.29.
17) Davide S. Mare, Ata Can Bertay, and Nan Zhou. 2022. "The Global Financial Development Database." The World Bank. September.
18) Desbordes R., Eberhardt M., CHo R.,. 2022. VOXEU CEPR. March 4. https://cepr.org/voxeu/columns/little-evidence-too-much-finance.
19) Gezer M.A. 2018. "The relationship between financial deepening and economic growth: Bootstrap causality approach for the selected upper middle income countries." Theoretical and Applied Economics (Asociatia Generala a Economistilor din Romania - AGER) 95-112.
20) Gulcemal. 2021. "Financial globalization, institutions and economic growth impact on financial sector development in fragile countries using gmm estimator." Journal of Business, Economics and Finance. doi: doi: 10.17261/PRESSACADEMIA.2021.1382.
21) Hasani-Limani. 2022. "Credit utilization and firms’ growth in a developing country – A firm-level analysis based on controlling characteristics." International Journal of Scientific and Research Publications (IJSRP) 12 (4): 12456. doi:10.29322/IJSRP.12.04.2022.p12456.
22) Hasani-Limani V, and Tahiri H. 2022. "ENTERPRISE'DEVELOPMENT AND INTERNATIONALIZATION AS A MAJOR FACTOR TOWARDS ECONOMIC GROWTH OF NORTH MACEDONIA." Economic Vision: International Scientific Journal in Economics, Finance, Business, Marketing, Management & Tourism 9. unite.edu.mk.
23) Hysa&Rehman. 2023. "conomic Growth Through Financial Development: Empirical Evidences from New Member States and Western Balkan Countries." In Crisis after the Crisis: Economic Development in the New Normal, by L., De Los Ríos Carmenado, I., Andrei, J.V. (eds) Chivu, 49-67. Springer, Cham. doi:10.1007/978-3-031-30996-0_4.
24) Hysa, E., Rehman, N.U. 2023. "Economic Growth Through Financial Development: Empirical Evidences from New Member States and Western Balkan Countries." Crisis after the Crisis: Economic Development in the New Normal . ESPERA 2021. Springer, Cham. doi:10.1007/978-3-031-30996-0_4.
25) Imamoğlu, H., & Öznacar B. 2023. "The Role of Higher Education and Financial Development on Economic Growth: Evidence from Northern Cyprus." Trends in Business and Economics 38 (2): 76-82.
26) Kapaya. 2023. "Financial development in Africa: Do expenditure and population matter? Evidence through pooled mean group and generalized method of moments estimators." Journal of International Development. doi:doi: 10.1002/jid.3832.
27) Lazarov, D,. Miteva-Kacarski, E,. Nikoloski K,. 2016. "An empirical analysis of stock market development and economic growth: the case of Macedonia." South East European Journal of Economics and Business 71-81. doi:10.1515/jeb-2016-0012.
28) Levine. 2000. "Financial intermediation and growth: causality and causes." Journal of Monetary Economics 46: 31-77.
29) Levine R.,. 2004. FINANCE AND GROWTH: THEORY AND EVIDENCE. NBER Working Paper No. 10766, Cambridge: NATIONAL BUREAU OF ECONOMIC RESEARCH.
30) Li, D.D.,. 2021. "Financial Deepening and Financial Stability. In: Li, D.D. (eds)." In Economic Lessons from China’s Forty Years of Reform and Opening-up., by D.D., Shi, J., Chen, D., Lu, L., Wang, X., Liu, K. Li, 67-117. Singapore: Springer. doi:10.1007/978-981-33-4520-1_4.
31) Mhadhbi. 2014. "Financial Development and Economic Growth: A Dynamic Panel Data Analysis." International Journal of Econometrics and Financial Management 48-58. doi:10.12691/ijefm-2-2-1 .
32) Michael, Adusei. 2014. "Does Economic Growth Promote Financial Development. Research in Applied Economics." Research in Applied Economics. doi:10.5296/RAE.V6I2.5106.
33) Muhsin Kar, et.al. 2011. "Financial development and economic growth nexus in the MENA countries: Bootstrap panel granger causality analysis." Economic Modelling 685-693. doi:10.1016/j.econmod.2010.05.015.
34) Musabeh, et.al. 2020. "Financial development, economic growth and welfare: evidence from emerging countries." Journal of Business, Economics and Finance. doi:10.17261/PRESSACADEMIA.2020.1218.
35) Polemis M., Stengos Th., Tzeremes N,. 2020. "Revisiting the impact of financial depth on growth: A semi-parametric approach." Finance Research Letters 36. doi:10.1016/J.FRL.2019.101322.
36) Popovic&Erić. 2018. "Economic development of the Western Balkans and European Union investments." ECONOMIC RESEARCH-EKONOMSKA ISTRAzIVANJA 31 (1): 1539-1556. doi:10.1080/1331677X.2018.1498009.
37) Robeena, and Sumaira. 2022. "The relationship between trade openness, financial development and economic growth: Evidence from Generalized method of moments." doi:10.56556/jescae.v1i1.15.
38) Roodman D. 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata." The Stata Journal 9 (1): 86-136.
39) Saci, et al. 2009. "Does Financial Development Affect Growth?" Applied Economics (Leibnitz Institute). doi:10.1080/00036840701335538.
40) Sahay et.al. 2015. "Monetary and Capital Markets Department and Strategy and Policy Review Department. International Monetary Fund." International Monetary Fund. May.
41) Sahay R., Chihak M., N'Diaye P.,. 2015. International Monetary Fund Blog. Insights and Analysis on Economics and Finance. May 4. https://www.imf.org/en/Blogs/Articles/2015/05/04/how-much-finance-is-too-much-stability-growth-emerging-markets.
42) Samargandi N., Fidrmuc J., Ghosh S. 2015. "Is the Relationship Between Financial Development and Economic Growth Monotonic? Evidence from a Sample of Middle-Income Countries." World Development 68: 66-81. doi:10.1016/j.worlddev.2014.11.010.
43) Stanković, J., Petrović, I., Denčić-Mihajlov ,K.,. 2018. "The Financial and Institutional Environment for Sustainable Economic Growth of Developing Countries: the Case of Western Balkan." European Financial Systems 2018 - Proceedings of the 15th International Scientific Conference. Brno: Institute for financial Market and Faculty of Economics and Adminstration, Masaryk University. 689-696. ceeol.com.
44) Sugiyanto C, . and Yolanda Z,. 2020. "The Effect of Financial Deepening on Economic Growth, Inequality, and Poverty: Evidence from 73 Countries." South East European Journal of Economics and Business 15-27. doi:10.2478/JEB-2020-0012.
45) Tanaka, Diane. 2023. "Capital market development in emerging economies." doi:10.4337/9781800379305.00015.
46) Tsaurai, Kunofiwa. 2020. "Economic growth-financial development-poverty nexus in emerging markets." International Journal of Services, Economics and Management,. doi:10.1504/IJSEM.2020.10035250.
47) Tyson, Judith E. 2023. "Chapter 8: Capital market development in emerging economies." In Research Handbook on Global Capital Markets Law, by Edited by Iris Chiu and Iain MacNeil, 448. Online: Edward Elgar Publishing. doi:https://doi.org/10.4337/9781800379305.
48) Vangjel&Mamo. 2022. "Development of the Financial Sector and Its Impact on Economic Growth in the Western Balkans." Universal Journal of Accounting and Finance 10 (2): 584-590. doi:10.13189/ujaf.2022.100223.
49) Wanjala K., and Gogo P.,. 2020. "The Effect of Financial Deepening on Economic Growth in the East African Community." Finance & Economics Review 2 (2). doi:10.38157/FINANCE-ECONOMICS-REVIEW.V2I2.121.
50) Wesiah S, . 2021. "he Relationship Between Financial Development and Economic Growth in The United Kingdom: A Granger Causality Approach." Quantitative Economic and Management Studies. doi:https://doi.org/10.35877/454RI.qemsv2i1.
51) Windmeijer, F. 2005. "A finite sample correction for the variance of linear efficient." Journal of Econometrics 126 (1): 25-51. doi:10.1016/j.jeconom.2004.02.005.
52) Xiaofeng, Xiong. 2022. "Does financial deepening matter for economic growth in Asian economies Fresh evidence from panel threshold analysis." Global Business and Economics Review 27 (2): 192-208. doi:10.1504/gber.2022.125044.
53) Zhu X., Asimakopoulos S., Kima J.,. 2020. "Financial development and innovation-led growth: Is too much finance better?" Journal of International Money and Finance 100. doi:10.1016/j.jimonfin.2019.102083.