Public spending and primary school enrolment: An Autoregressive distributed lag approach

Beri, Parfait and Cochrane, Logan and Syed Fazlullah, Sarah (2024): Public spending and primary school enrolment: An Autoregressive distributed lag approach.

Abstract

This paper delves into the effects of public investment on primary school enrollment in low- and lower-middle-income countries (LMICs) over three decades, from 1990 to 2020. Autoregressive distributed lag models are employed to evaluate the long-term influence of public spending on enrollment for the whole sample and four distinct sub-samples, while also probing the potential non-linear nature of this relationship. Findings reveal that public expenditure has a significant, positive impact on enrollment across LMICs, including low-income countries (LICs), lower-middle-income countries (LMCs), and sub-Saharan Africa (SSA) in the long run. These effects persist under non-linear model specifications. This research provides fresh empirical insights by adopting a long-term viewpoint on the nexus between educational funding and enrollment trends in LMICs. These findings highlight the critical role of sustained and efficient funding for achieving enrollment goals, a cornerstone for the advancement of sustainable development.

• Item Type: MPRA Paper
• Language: English
• Keywords: Public spending, government expenditure, school enrolment, education, SDG4.
• Subjects: I - Health, Education, and Welfare > I2 - Education and Research Institutions > I21 - Analysis of Education; I - Health, Education, and Welfare > I2 - Education and Research Institutions > I22 - Educational Finance ; Financial Aid; I - Health, Education, and Welfare > I2 - Education and Research Institutions > I24 - Education and Inequality; I - Health, Education, and Welfare > I2 - Education and Research Institutions > I28 - Government Policy

References

Amin, A. A., & Ntembe, A. (2021). Public spending on education and learning outcomes in Senegal. The Journal of Developing Areas, 55(4), 297-314. https://doi.org/10.1353/jda.2021.0091

Azevedo, J. P., Crawford, M., Nayar, R., Rogers, H., Rodriguez, M. R. B., Ding, E., Bernal, M. G., Dixon, A., Saavedra, J., & Arias, O. (2019). Ending learning poverty: What will it take? (). United States of America: World Bank, Washington, DC. Retrieved from World Bank Documents. https://documents1.worldbank.org/curated/en/395151571251399043/pdf/Ending-Learning-Poverty-What-Will-It-Take.pdf

Barro, R. J., & Lee, J. (2001). International data on educational attainment: Updates and implications, Oxford Economic Papers, Oxford University Press, 53(3), 541-563.

Becker, G. S. (1975). Human capital: A theoretical and empirical analysis, with special reference to education, 2nd ed (second ed.). National Bureau of Economic Research, Inc.

Berlinski, S., Galiani, S., & Manacorda, M. (2008). Giving children a better start: Preschool attendance and school-age profiles. Journal of Public Economics, 92(5-6), 1416-1440. https://doi.org/10.1016/j.jpubeco.2007.10.007

Blankenau, W., & Camera, G. (2009). Public spending on education and the incentives for student achievement. Economica (London), 76(303), 505-527. https://doi.org/10.1111/j.1468-0335.2008.00687.x

Burroughs, N., Gardner, J., Lee, Y., Guo, S., Touitou, I., Jansen, K., & Schmidt, W. (2019). A review of the literature on teacher effectiveness and student outcomes. Teaching for Excellence and Equity, 6(1), 7-17. https://doi.org/10.1007/978-3-030-16151-4_2

Ferber, S., & Baten, J. (2024). Nutrition matters: numeracy, child nutrition and schooling efficiency in sub-Saharan Africa in long-term perspective. The Journal of Development Studies, 0(0), 1–25. https://doi.org/10.1080/00220388.2024.2322974

Fuller, B., & Clarke, P. (1994). Raising school effects while ignoring culture? Local conditions and the influence of classroom tools, rules, and pedagogy. Review of Educational Research, 64(1), 119-157. https://doi.org/10.2307/1170747

Glewwe, P., & Muralidharan, K. (2016). Improving education outcomes in developing countries: Evidence, knowledge gaps, and policy implications. In Handbook of the Economics of Education, 5, 653-743. https://doi.org/10.1016/B978-0-444-63459-7.00010-5

Glewwe, P. W., Ravina, R., Hanushek, E. A., & Humpage, S. D. (2011). School resources and educational outcomes in developing countries: A review of the literature from 1990 to 2010. 17554. Cambridge, Mass: National Bureau of Economic Research. https://doi.org/10.3386/w17554

Glewwe, P., & Kremer, M. (2006). Schools, teachers, and education outcomes in developing countries. In E. Hanushek & F. Welch (Eds.), Handbook of the Economics of Education, 2, 945–1017. Oxford and Amsterdam: Elsevier.

Glewwe, P., Siameh, C., Sun, B., & Wisniewski, S. (2021). School resources and educational outcomes in developing countries (1st ed.). Routledge. https://doi.org/10.4324/9780429202520

Gustafsson, J.-E. (2003). What do we know about effects of school resources on educational results? Swedish Economic Policy Review, 10(3), 77–110.

Harbison, R. W., & Hanushek, E. A. (1992). Educational performance of the poor: lessons from rural Northeast Brazil. Oxford University Press.

Hanushek, E. A. (1994). Money might matter somewhere: A response to hedges, laine, and Greenwald. SageJournals, 23(4), 5-8. https://doi.org/10.3102/0013189X023004005

Hanushek, E. A. (1995). Interpreting recent research on schooling in developing countries. The World Bank Research Observer, 10(2), 227-246. https://doi.org/10.1093/wbro/10.2.227

Hanushek, E. A. (2003). The failure of input‐based schooling policies. The Economic Journal, 113(485), F64-F98. https://doi.org/10.1111/1468-0297.00099

Hanushek, E. A. (2020). In Bradley S., Green C.(Eds.), Chapter 13 - Education production functions (2nd ed.). The Economics of Education. https://doi.org/10.1016/B978-0-12-815391-8.00013-6

Hanushek, E. A., & Kimko, D. D. (2000). Schooling, labor-force quality, and the growth of nations. American Economic Review, 90(5), 1184-1208. https://doi.org/10.1257/aer.90.5.1184

Hanushek, E.A., Woessmann, L. (2017). School resources and student achievement: A review of cross-country economic research. In: Rosén, M., Yang Hansen, K., Wolff, U. (eds), Cognitive abilities and educational outcomes. Methodology of educational measurement and assessment (149–171). Springer, Cham. https://doi.org/10.1007/978-3-319-43473-5_8

Hossain, N., & Hickey, S. (2019). The problem of education quality in developing countries. The politics of education in developing countries: From schooling to learning, 1, 1-21. https://doi.org/10.1093/oso/9780198835684.003.0001

Im, K. S., Pesaran, M. H., & Shin, Y. (2003). Testing for unit roots in heterogeneous panels. Journal of Econometrics, 115, 53-74. https://doi.org/10.1016/s0304-4076(03)00092-7

Jackson, C. K., Johnson, R. C., & Persico, C. (2016). The effects of school spending on educational and economic outcomes: Evidence from school finance reforms. The Quarterly Journal of Economics, 131(1), 157–218. https://doi.org/10.1093/qje/qjv036

Jacques, C., & Brorsen, B. W. (2002). Relationship between types of school district expenditures and student performance. Applied Economics Letters, 9(15), 997-1002. https://doi.org/10.1080/13504850210148161

Jimenez, E., & Patrinos, H. A. (2008). Can cost-benefit analysis guide education policy in developing countries? World Bank, Human Development Network, Education Team. https://doi.org/10.1596/1813-9450-4568

Kripfganz, S., & Schneider, D. C. (2023). ardl: Estimating autoregressive distributed lag and equilibrium correction models. The Stata Journal, 23(4), 983-1019. https://doi.org/10.1177/1536867X231212434

McEwan, P. J. (2015). Improving learning in primary schools of developing countries: A meta-analysis of randomized experiments. Review of Educational Research, 85(3), 353–394. https://doi:10.3102/0034654314553127

Martınez-Zarzoso, I., & Bengochea-Morancho, A. (2004). Pooled mean group estimation of an environmental Kuznets curve for CO2. Economics Letters, 82(1), 121-126. https://doi.org/10.1016/j.econlet.2003.07.008

Mingat, A., & Tan, J. (1998). The mechanics of progress in education: Evidence from cross-country data. Policy Research Working Papers, (2015), 54. https://doi.org/10.1596/1813-9450-2015

Musgrave, R. A. (1959). The Theory of Public Finance. New York. 80-86. https://doi.org/10.1111/j.1749-6632.1959.tb49196.x

Oseni, I. O., Akinbode, S. O., Babalola, D. A., & Adegboyega, S. B. (2020). Government spending and school enrolment in sub-Saharan Africa: A system GMM approach. Journal of Economics and Management, 40(2), 91-108. https://doi.org/10.22367/jem.2020.40.05

Pedroni, P. (1999). Critical values for cointegration tests in heterogeneous panels with multiple regressors. Oxford Bulletin of Economics and Statistics, 61, 653-670. https://doi.org/10.1111/1468-0084.61.s1.14

Pesaran, M. H., Shin, Y., & Smith, R. P. (1999). Pooled mean group estimation of dynamic heterogeneous panels. Journal of the American Statistical Association, 94(446), 621–634

Pesaran, M. H., Smith, R. (1995). Estimating long-run relationships from dynamic heterogeneous panels. J. Econ. 68(1), 79-113. https://doi.org/10.1016/0304-4076(94)01644-F

Rajkumar, A. S., & Swaroop, V. (2008). Public spending and outcomes: Does governance matter? Journal of Development Economics, 86(1), 96-111. https://doi.org/10.1016/j.jdeveco.2007.08.003

Rythia Afkar, Tara Beteille, Mary Breeding, Toby Linden, Andrew Mason, Aaditya Mattoo, Tobias Pfutze, Lars Sondergaard, & Noah Yarrow. (2023). Fixing the Foundation: Teachers and Basic Education in East Asia and Pacific. (). The World Bank. https://doi.org/10.1596/978-1-4648-1904-9 https://openknowledge.worldbank.org/server/api/core/bitstreams/5035a402-5f95-4a63-8c82-863271eaec3e/content

Schultz, T. W. (1961). Investment in human capital. The American Economic Review, 51(1), 1-17. https://www.jstor.org/stable/1818907

Schultz, T. P. (1988). Expansion of public-school expenditures and enrolments: intercountry evidence on the effects of income, prices, and population growth. Economics of Education Review, 7(2), 167-183. https://doi.org/10.1016/0272-7757(88)90042-8

Simões, M. C. (2011). Education composition and growth: A pooled mean group analysis of OECD countries. Panoeconomicus, 58(4), 455-471. https://doi.org/10.2298/PAN1104454S

Smith, W. C., & Benavot, A. (2019). Improving accountability in education: the importance of structured democratic voice. Asia Pacific Education Review, 20(2), 193-205. https://doi.org/10.1007/s12564-019-09599-9

The World Bank. (2023). Education Finance Watch 2023. The World Bank. Retrieved from Open data, The World Bank https://thedocs.worldbank.org/en/doc/83e58d3341493b223668bb9d6cb7e9c2-0140022023/related/EFW-2023-Report-oct9v2.pdf

Trostel, P. A. (2005). Nonlinearity in the return to education. Journal of Applied Economics, 8(1), 191-202. https://doi.org/10.1080/15140326.2005.12040624

UIS. (2023, November 3,). UID Statistics. UNESCO. Retrieved November 3, 2023, from https://uis.unesco.org/sites/default/files/documents/new-methodology-shows-258-million-children-adolescents-and-youth-are-out-school.pdf

UNESCO. (2017). Reducing global poverty through universal primary and secondary education. https://uis.unesco.org/en/files/reducing-global-poverty-through-universal-primary-secondary-education-pdf

UNESCO. (2020). Global Education Monitoring Report 2020: Inclusion and education: All means all. Paris, UNESCO. https://doi.org/10.54676/JJNK6989

UN-WOMEN. (2022). Progress on the sustainable development goals: The gender snapshot 2022.

Vegas, E., & Coffin, C. (2015). When education expenditure matters: An empirical analysis of recent international data. Comparative Education Review, 59(2), 289-304. https://doi.org/10.1086/680324

Velez, E., Schiefelbein, E., & Valenzuela, J. (1993). Factors affecting achievement in primary education: A review of the literature for Latin America and the Caribbean. Human Resources Development and Operations Policy, World Bank.

Vivekanandan, R. (2023, November). It is possible to transform education systems: What we learned in Sobral, Brazil. https://www.globalpartnership.org/blog/it-possible-transform-education-systems-what-we-learned-sobral-brazil

Wagner, A. (1883, 1958). Three extracts on public finance. In: Musgrave, R.A., Peacock, A.T. (Eds), Classics in the theory of public finance. International Economic Association Series, Palgrave Macmillan, London, 1-15. https://doi.org/10.1007/978-1-349-23426-4_1

World Bank & UNESCO (2023). Education Finance Watch 2023. Washington D.C., Paris: The World Bank and UNESCO.

Yarrow, N., Cahu, P., Breeding, M., & Afkar, R. (2023). What I Really Want: Policy Maker Views on Education in East Asia Pacific. (). World Bank. Retrieved from Social Science Premium Collection https://openknowledge.worldbank.org/server/api/core/bitstreams/dada3684-934a-4feb-92fa-d29cabd0b0cd/content