Impact of Financial Development and Remittances on Educational Attainment within the Context of Sustainable Development: A Panel Evidence from Emerging Markets
Abstract
:1. Introduction
2. Literature Review
2.1. Financial Development and Educational Attainment
2.2. Remittances and Educational Attainment
2.3. Real GDP per Capita, ICT Development, Globalization and Educational Attainment
3. Data and Methods
4. Results
5. Discussion
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Breton, T.R. The Role of Education in Economic Growth: Theory, History and Current Returns. Educ. Res. 2013, 55, 121–138. [Google Scholar] [CrossRef]
- Barro, R.J. Education and Economic Growth. Ann. Econ. Financ. 2013, 14, 301–328. [Google Scholar]
- Barro, R.J.; Sala-i-Martin, X. Economic Growth; McGraw-Hill: New York, NY, USA, 1995. [Google Scholar]
- Romer, P.M. Endogenous Technological Change. J. Political Econ. 1990, 98, S71–S102. [Google Scholar]
- Lucas, R.E. On the Mechanics of Economic Development. J. Monet. Econ. 1988, 22, 3–42. [Google Scholar] [CrossRef]
- UN. The 17 Goals. 2023. Available online: https://sdgs.un.org/goals (accessed on 15 March 2023).
- Ali, S.M.; Appolloni, A.; Cavallaro, F.; D’Adamo, I.; Di Vaio, A.; Ferella, F.; Gastaldi, M.; Ikram, M.; Kumar, N.M.; Martin, M.A.; et al. Development Goals towards Sustainability. Sustainability 2023, 15, 9443. [Google Scholar] [CrossRef]
- Zolfaghari, A. The Necessity and Importance of Education for Social and Cultural Development of Societies in Developing Countries. Cumhur. Üniversitesi Fen Fakültesi Fen Bilim. Derg. 2015, 36, 3380–3386. [Google Scholar]
- Akareem, H.S.; Hossain, S.S. Determinants of Education Quality: What Makes Students’ Perception Different? Open Rev. Educ. Res. 2016, 3, 52–67. [Google Scholar] [CrossRef]
- Bromley, P.; Furuta, J.; Kijima, R.; Overbey, L.; Choi, M.; Santos, H. Global Determinants of Education Reform, 1960 to 2017. Sociol. Educ. 2023, 96, 149–167. [Google Scholar] [CrossRef]
- Sianesi, B. Education and Economic Growth: A Review of the Literature. J. Econ. Surv. 2023, 17, 157–200. [Google Scholar] [CrossRef] [Green Version]
- Claessens, S.; Feijen, E. Financial Sector Development and the Millennium Development Goals; World Bank Working Paper No.89; World Bank Publications: Washington, DC, USA, 2007. [Google Scholar]
- Sehrawat, M.; Giri, A.K. An Empirical Relationship between Financial Development Indicators and Human Capital in Some Selected Asian Countries. Int. J. Soc. Econ. 2017, 44, 337–349. [Google Scholar] [CrossRef]
- Musah, A.; Aawaar, G. Financial Development and Educational Quality in Sub-Saharan Africa. Cogent Econ. Financ. 2022, 10, 2131115. [Google Scholar] [CrossRef]
- Thierry, M.A.; Emmanuel, O.N.B. Does Financial Development Increase Education Level? Empirical Evidence from Sub-Saharan Africa. J. Knowl. Econ. 2022, 10. [Google Scholar] [CrossRef]
- Galor, O.; Zeira, J. Income Distributions and Macroeconomics. Rev. Econ. Stud. 1993, 60, 35–52. [Google Scholar]
- Banerjee, A.V.; Newman, A.F. Occupational Choice and the Process of Development. J. Political Econ. 1993, 101, 274–298. [Google Scholar] [CrossRef] [Green Version]
- Gray, D.; Montagnoli, A.; Moro, M. Does Education Improve Financial Behaviors? Quasi-experimental Evidence from Britain. J. Econ. Behav. Organ. 2021, 183, 481–507. [Google Scholar] [CrossRef]
- Nguyen, Q.K.; Dang, V.C. The Effect of FinTech Development on Financial Stability in An Emerging Market: The Role of Market Discipline. Res. Glob. 2022, 5, 100105. [Google Scholar] [CrossRef]
- Bucheli, J.R.; Bohara, A.K.; Fontenla, M. Mixed Effects of Remittances on Child Education. IZA J. Dev. Migr. 2018, 8, 10. [Google Scholar] [CrossRef]
- McKenzie, D.J.; Rapoport, H. Can Migration Reduce Educational Attainment? Evidence from Mexico. J. Popul. Econ. 2011, 24, 1331–1358. [Google Scholar] [CrossRef] [Green Version]
- Cortes, P. The Feminization of International Migration and Its Effects on the Children Left Behind: Evidence from the Philippines. World Dev. 2015, 65, 62–78. [Google Scholar] [CrossRef]
- Bouoiyour, J.; Miftah, A. Migration, Remittances and Educational Levels of Household Members Left Behind: Evidence from Rural Mexico. Eur. J. Comp. Econ. 2015, 12, 21–40. [Google Scholar]
- Brückner, M.; Gradstein, M. Income and Schooling; CEPR Discussion Paper; Centre for Economic Policy Research: London, UK, 2013. [Google Scholar]
- Wu, J. The Role of Information and Communication Technology in Realizing Sustainable Education by 2030. Global Development Commons. 2021. Available online: https://gdc.unicef.org/resource/role-information-and-communication-technology-realizing-sustainable-education-2030 (accessed on 25 July 2023).
- Brush, T.; Glazewski, K.D.; Hew, K.F. Development of an Instrument to Measure Preservice Teachers′ Technology Skills, Technology Beliefs, and Technology Barriers. Comput. Sch. 2008, 25, 112–125. [Google Scholar] [CrossRef]
- Peterson Institute for International Economics. What Is Globalization? and How Has the Global Economy Shaped the United States? 2021. Available online: https://www.piie.com/microsites/globalization/what-is-globalization#:~:text=Globalization%20is%20the%20word%20used,investment%2C%20people%2C%20and%20information (accessed on 26 July 2023).
- Ayyar, R.V.V. Educational Policy Planning and Globalisation. Int. J. Educ. Dev. 1996, 16, 347–354. [Google Scholar] [CrossRef]
- Ho, T.T.; Tran, X.H.; Nguyen, Q.K. Tax Revenue-Economic Growth Relationship and the Role of Trade Openness in Developing Countries. Cogent Bus. Manag. 2023, 10, 2213959. [Google Scholar] [CrossRef]
- UNDP. Latest Human Development Composite Indices Tables. 2023. Available online: https://hdr.undp.org/data-center/documentation-and-downloads (accessed on 15 March 2023).
- IMF. Financial Development Index Database. 2023. Available online: https://data.imf.org/?sk=F8032E80-B36C-43B1-AC26-493C5B1CD33B&sId=1485894037365&ref=mondato-insight (accessed on 15 March 2023).
- World Bank. GDP per Capita (Constant 2015 US$). 2023. Available online: https://data.worldbank.org/indicator/NY.GDP.PCAP.KD (accessed on 15 March 2023).
- World Bank. Personal Remittances, Received (% of GDP). 2023. Available online: https://data.worldbank.org/indicator/BX.TRF.PWKR.DT.GD.ZS (accessed on 15 March 2023).
- UNCTAD. Productive Capacities. Available online: https://unctadstat.unctad.org/wds/ (accessed on 24 July 2023).
- KOF Swiss Economic Institute. KOF Globalization Index. Available online: https://kof.ethz.ch/en/forecasts-and-indicators/indicators/kof-globalisation-index.html (accessed on 24 July 2023).
- Hakeem, M.; Oluitan, O. Financial Development and Human Capital in South Africa: A Time-series Approach. Res. Appl. Econ. 2012, 4, 18–38. [Google Scholar] [CrossRef]
- Nik, H.A.; Nasab, Z.S.; Salmani, Y.; Shahriari, N. The Relationship between Financial Development Indicators and Human Capital in Iran. Manag. Sci. Lett. 2013, 3, 1261–1272. [Google Scholar] [CrossRef]
- Abubakar, A.; Kassim, S.H.; Yusoff, M.B. Financial Development, Human Capital Accumulation and Economic Growth: Empirical Evidence from the Economic Community of West African States (ECOWAS). Procedia-Soc. Behav. Sci. 2015, 172, 96–103. [Google Scholar] [CrossRef] [Green Version]
- Kilic, C.; Ozcan, B. The Impact of Financial Development on Human Capital: Evidence from Emerging Market Economies. Int. J. Econ. Financ. Issues 2018, 8, 258–267. [Google Scholar]
- Shafiei, A.; Nonejad, M.; Zare, H.; Haghighat, A. The Effect of Financial Development on Human Development in Selected Development Countries Using GMM Method. J. Syst. Manag. 2023, 9, 183–195. [Google Scholar]
- Arora, R.U. Financial Inclusion and Human Capital in Developing Asia: The Australian Connection. Third World Q. 2012, 33, 177–197. [Google Scholar] [CrossRef] [Green Version]
- Gohari, L.; Salimifar, M.; Aboutorabi, M.A. The Effect of Financial Development on Human Capital in Iran. QJER 2016, 16, 181–207. [Google Scholar]
- Sehrawat, M.; Giri, A.K. The Relationship between Financial Development Indicators and Human Development in India. Int. J. Soc. Econ. 2014, 41, 1194–1208. [Google Scholar] [CrossRef]
- Mansour, W.; Chaaban, J.; Litchfield, J. The Impact of Migrant Remittances on School Attendance and Education Attainment: Evidence from Jordan. Int. Migr. Rev. 2011, 45, 812–851. [Google Scholar] [CrossRef]
- Zhunio, M.C.; Vishwasrao, S.; Chiang, E.P. The Influence of Remittances on Education and Health Outcomes: A Cross Country Study. Appl. Econ. 2012, 44, 4605–4616. [Google Scholar] [CrossRef]
- Amakom, U.; Iheoma, C.G. Impact of Migrant Remittances on Health and Education Outcomes in sub-Saharan Africa. IOSR J. Humanit. Soc. Sci. 2014, 19, 33–44. [Google Scholar] [CrossRef]
- Arif, I.; Raza, S.A.; Friemann, A.; Suleman, M.T. The Role of Remittances in the Development of Higher Education: Evidence from Top Remittance Receiving Countries. Soc. Indic. Res. 2019, 141, 1233–1243. [Google Scholar] [CrossRef]
- Askarov, Z.; Doucouliagos, H. A Meta-analysis of the Effects of Remittances on Household Education Expenditure. World Dev. 2020, 129, 104860. [Google Scholar] [CrossRef]
- Nájera, Y.G.; Mendoza, A.C. The Impact of International Remittances on Investment in Education in Caltimacán, Hidalgo. Migraciones Internacionales 2020, 11, 1–25. [Google Scholar] [CrossRef]
- Mawuena, K.K.; Okey, M.K.N. The Effect of Remittances on Education in Togo. Theor. Econ. Lett. 2021, 11, 1293–1311. [Google Scholar] [CrossRef]
- Shafiq, M.N.; Yang, X.; Nawaz, M.A. Do Remittances Promote Education? Empirical Evidence from Developing Countries. Pak. J. Humanit. Soc. Sci. 2022, 10, 830–841. [Google Scholar] [CrossRef]
- Hapsari, P.I. The Impact of Remittances on Children Educational Outcome in Indonesia. Indones. J. Dev. Plan. 2019, 3, 32–46. [Google Scholar] [CrossRef]
- Kumar, B. The Impact of International Remittances on Education and Health in Bangladesh. Int. J. Sci. Qual. Anal. 2019, 5, 6–14. [Google Scholar] [CrossRef] [Green Version]
- Mendy, D.; Widodo, T. Do Education Levels Matter on Indonesian Economic Growth? Econ. Sociol. 2018, 11, 133–146. [Google Scholar] [CrossRef]
- Sebki, W. Education and Economic Growth in Developing Countries: Empirical Evidence from GMM Estimators for Dynamic Panel Data. Econ. Bus. 2021, 35, 14–29. [Google Scholar] [CrossRef]
- Maneejuk, P.; Yamaka, W. The Impact of Higher Education on Economic Growth in ASEAN-5 Countries. Sustainability 2021, 13, 520. [Google Scholar] [CrossRef]
- Chowdhury, M.B. Internationalisation of Education and Its Effect on Economic Growth and Development. World Econ. 2022, 45, 200–219. [Google Scholar] [CrossRef]
- Mekdad, Y.; Dahmani, A.; Louaj, M. Public Spending on Education and Economic Growth in Algeria: Causality Test. Int. J. Bus. Manag. 2014, 2, 55–70. [Google Scholar]
- Erdem, E.; Tuğcu, C.T. Higher Education and Economic Growth: An Empirical Investigation of Cointegration and Causality for Turkish Economy. Erciyes Üniversitesi İktisadi Ve İdari Bilim. Fakültesi Derg. 2011, 36, 1–14. [Google Scholar]
- Beşkaya, A.; Savaş, B.; Şamiloğlu, F. The Impact of Education on Economic Growth in Turkey. Suleyman Demirel Univ. J. Fac. Econ. Adm. Sci. 2010, 15, 43–62. [Google Scholar]
- Budsayaplakorn, S.; Sompornserm, T. Human Capital Development via Education and Economic Growth in ASEAN Economic Community. Kasetsart J. Soc. Sci. 2021, 42, 473–481. [Google Scholar]
- Triyani, T.H. Causality between Higher Education with Economic Growth in Indonesia. Media Trend 2021, 16, 32–39. [Google Scholar] [CrossRef]
- Cvetanoska, M.; Trpeski, P. Higher Education and Economic Growth in North Macedonia: Evidence from Causality Testing and COVİD-19 Challenges. In Proceedings of the 1st International Scientific Conference “Economic and Business Trends Shaping the Future”, Skopje, North Macedonia, 12–13 November 2020; pp. 199–208. [Google Scholar] [CrossRef]
- Nisar, M.W.; Munir, E.U.; Shad, S.A. Usage and impact of ICT in education sector; A study of Pakistan. Aust. J. Basic Appl. Sci. 2011, 5, 578–583. [Google Scholar]
- Aristovnik, A. The Impact of ICT on Educational Performance and Its Efficiency in Selected EU and OECD Countries: A Non-parametric Analysis. Turk. Online J. Educ. Technol. 2012, 11, 144–152. [Google Scholar]
- Fernandez-Gutierrez, M.; Gimenez, G.; Calero, J. Is the Use of ICT in Education Leading to Higher Student Outcomes? Analysis from the Spanish Autonomous Communities. Comput. Educ. 2020, 157, 103969. [Google Scholar] [CrossRef]
- Sart, G.; Bayar, Y.; Corpădean, A.-G.; Gavriletea, M.D. Impact of ICT and Globalization on Educational Attainment: Evidence from the New EU Member States. Sustainability 2022, 14, 3039. [Google Scholar] [CrossRef]
- Kalsoom, T.; Taj, S.; Saleem, Z. Impact of Globalization on Education at University Level. Int. J. Manag. 2020, 11, 1680–1689. [Google Scholar]
- Liu, M.Y. How Does Globalization Affect Educational Attainment? Evidence from China. 2019. Available online: https://www.freit.org/WorkingPapers/Papers/Development/FREIT1585.pdf (accessed on 25 July 2023).
- Anka, L.M. Globalization and Its Impact on Higher Education: A Case Study of Nigeria and Pakistan. Pak. J. Educ. Res. 2019, 2, 1–19. [Google Scholar]
- Svirydzenka, K. Introducing a New Broad-Based Index of Financial Development, MF Working Paper, WP/16/5. 2015. Available online: https://www.imf.org/external/pubs/ft/wp/2016/wp1605.pdf (accessed on 15 March 2023).
- Ibrahim, M.; Alagidede, P. Effect of Financial Development on Economic Growth in sub-Saharan Africa. J. Policy Model. 2018, 40, 1104–1125. [Google Scholar] [CrossRef]
- Akhmat, G.; Zaman, K.; Shukui, T. Impact of Financial Development on SAARC’S Human Development. Qual. Quant. 2014, 48, 2801–2816. [Google Scholar] [CrossRef]
- Hakeem, M. Banking Development, Human Capital and Economic Growth in Sub-Saharan Africa (SSA). J. Econ. Stud. 2010, 37, 557–577. [Google Scholar] [CrossRef]
- Poghosyan, T. Financial Development and Growth in Caucasus and Central Asia; IMF Working Papers; International Monetary Fund: Washington, DC, USA, 2022. [Google Scholar] [CrossRef]
- Dalloshi, P. Financial Development Measurement: Comparison of the High- and Low-Income Countries. J. Gov. Regul. 2022, 11, 41–49. [Google Scholar] [CrossRef]
- Topcu, M.; Payne, J.E. The Financial Development–Energy Consumption Nexus Revisited. Energy Sources Part B Econ. Plan. Policy 2017, 12, 822–830. [Google Scholar] [CrossRef]
- Savina, G.; Haelg, F.; Potrafke, N.; Sturm, J.E. The KOF globalisation index—Revisited. Rev. Int. Organ. 2019, 14, 543–574. [Google Scholar] [CrossRef] [Green Version]
- MSCI. Emerging Markets Indexes. 2023. Available online: https://www.msci.com/our-solutions/indexes/emerging-markets (accessed on 15 March 2023).
Descriptive Characteristics | EDU | FD | REMIT | PGDP | ICT | GLOB |
---|---|---|---|---|---|---|
Mean | 0.651 | 0.442 | 1.798 | 8039.593 | 41.755 | 68.606 |
Median | 0.640 | 0.418 | 0.994 | 6336.950 | 42.158 | 67.000 |
Maximum | 0.937 | 0.849 | 12.784 | 31,640.21 | 78.258 | 85.000 |
Minimum | 0.332 | 0.139 | 0.033 | 586.175 | 9.339 | 46.000 |
Std. Dev. | 0.127 | 0.145 | 2.403 | 6126.869 | 16.075 | 8.655 |
Skewness | 0.008 | 0.721 | 2.547 | 1.427 | −0.022 | 0.223 |
Kurtosis | 2.452 | 3.151 | 9.433 | 4.971 | 2.152 | 2.278 |
EDU | FD | PGDP | REMIT | ICT | GLOB | VIF | |
EDU | 1 | ||||||
FD | 0.109 ** | 1 | 2.89 | ||||
PGDP | 0.298 ** | 0.461 ** | 1 | 3.11 | |||
REMIT | 0.075 ** | 0.355 ** | 0.174 ** | 1 | 2.07 | ||
ICT | 0.216 ** | 0.426 ** | 0.458 ** | 0.143 ** | 1 | 1.98 | |
GLOB | 0.237 ** | 0.327 ** | 0.382 ** | 0.213 ** | 0.411 ** | 1 | 1.76 |
Variables | FEM | GLS |
---|---|---|
Coeff (Std. Error) | Coeff (Std. Error) | |
FD | 0.1286 (0.023) *** | 0.1305 (0.030) *** |
REMIT | 0.0336(0.007) ** | 0.0455 (0.011) ** |
PGDP | 0.2571(0.039) *** | 0.2674 (0.044) *** |
ICT | 0.2105 (0.065) *** | 0.2281 (0.054) ** |
GLOB | 0.1893 (0.065) *** | 0.1932 (0.062) ** |
Cons | 1.4835 (0.231) *** | 3.9562 (0.741) *** |
R-square | 0.672 | |
Wald test (p-value) | 0.000 |
Variables | Model 1 | Model 2 | Model 3 |
---|---|---|---|
Coeff (Std. Error) | Coeff (Std. Error) | Coeff (Std. Error) | |
FD | 0.1258 (0.031) ** | 0.1427 (0.029) *** | 0.1384 (0.034) *** |
PGDP | 0.2513 (0.055) ** | 0.2673 (0.050) ** | 0.2712 (0.042) *** |
REMIT | 0.0299 (0.010) ** | 0.0367 (0.011) ** | 0.0483 (0.011) ** |
ICT | - | 0.2371 (0.059) *** | 0.2561 (0.056) ** |
GLOB | - | - | 0.1877 (0.032) ** |
Cons | 4.762 (0.871) *** | 3.994 (0.528) *** | 1.583 (0.189) *** |
Arellano-Bond Autocorrelation Test/AR(2) (p-value) | 0.189 | 0.213 | 0.278 |
Hansen J (p-value) | 0.125 | 0.316 | 0.449 |
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Sezgin, F.H.; Tekin Turhan, G.; Sart, G.; Danilina, M. Impact of Financial Development and Remittances on Educational Attainment within the Context of Sustainable Development: A Panel Evidence from Emerging Markets. Sustainability 2023, 15, 12322. https://doi.org/10.3390/su151612322
Sezgin FH, Tekin Turhan G, Sart G, Danilina M. Impact of Financial Development and Remittances on Educational Attainment within the Context of Sustainable Development: A Panel Evidence from Emerging Markets. Sustainability. 2023; 15(16):12322. https://doi.org/10.3390/su151612322
Chicago/Turabian StyleSezgin, Funda H., Gökçe Tekin Turhan, Gamze Sart, and Marina Danilina. 2023. "Impact of Financial Development and Remittances on Educational Attainment within the Context of Sustainable Development: A Panel Evidence from Emerging Markets" Sustainability 15, no. 16: 12322. https://doi.org/10.3390/su151612322
APA StyleSezgin, F. H., Tekin Turhan, G., Sart, G., & Danilina, M. (2023). Impact of Financial Development and Remittances on Educational Attainment within the Context of Sustainable Development: A Panel Evidence from Emerging Markets. Sustainability, 15(16), 12322. https://doi.org/10.3390/su151612322