The Determinants of the Technical Efficiency of Secondary Schools in Malaysia: A Panel Evidence

Rozita Baba, Zulkefly Abdul Karim, Mariani Abdul Majid, Noorasiah Sulaiman

Abstract


This study aims to identify the level of technical efficiency of secondary schools and its determinants using the data of 626 Malaysian secondary schools over 2010-2014. Two estimation techniques have been used; the first step is to estimate the school's efficiency score by employing a Data Envelopment Analysis approach. In the second step, we examine the factors affecting the schools' efficiency using a static panel data analysis. The main findings revealed that secondary education is technically inefficient, and on average, the schools can increase their output by 33% using the same resources. Secondary schools in rural areas and less-developed states indicate a better technical efficiency level than schools in urban areas and developed states. Factors that affect technical efficiency are school size, per capita income, and average wage.  The findings suggest that the school may perform better by increasing the schools' size by having more classes.  The opportunities to increase residents' and households' income may help the areas perform better than others.

JEL Classification: H5, H75

How to Cite:

Baba, R., Karim, Z. A., Majid, M. A., & Sulaiman, N. (2021). The Determinants of The Technical Efficiency of Secondary Schools in Malaysia: Panel Evidence. Etikonomi, 20(1), 169 – 184. https://doi.org/10.15408/etk.v20i1.17204.


Keywords


technical efficiency; efficiency determinants; secondary school; data envelopment analysis; static panel data

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References


Afonso, A., & Aubyn, M. S. (2006). Cross-country Efficiency of Secondary Education Provision: A Semi-parametric Analysis with Non-discretionary Inputs. Economic Modelling, 23(3), 476-491. https://doi.org/10.1016/j.econmod.2006.02.003.

Agasisti, T. (2014). The Efficiency of Public Spending on Education: An Empirical Comparison of EU Countries. European Journal of Education, 49(4), 543-557.

Agasisti, T., Bonomi, F., & Sibiano, P. (2014). Measuring The “Managerial” Efficiency of Public Schools: a Case Study in Italy. International Journal of Educational Management, 28(2), 120–140.

Agasisti, T. & Zoido, P. (2015). The Efficiency of Secondary Schools in an International Perspective Preliminary results from PISA 2012. OECD Education Working Papers, No. 117.

Akbar, R. (2018). Evaluating The Efficiency Of Indonesia’s Secondary School Education. Jurnal Pendidikan Indonesia, 7(1), 1–9.

Alexander, W. R. J., Haug, A. A., & Jaforullah, M. (2010). A Two-stage Double-Bootstrap Data Envelopment Analysis of Efficiency Differences of New Zealand Secondary Schools. Journal of Productivity Analysis, 34(2), 99-110.

Atici, K. B. & Podinovski, V. V. (2015). Using Data Envelopment Analysis for The Assessment of Technical Efficiency of Units with Different Specialisations: An Application to Agriculture. Omega, 54, 72–83.

Arshad, M. N. M. (2013). How Efficient is Malaysia’s Secondary Education? Jurnal Pendidikan Malaysia, 38(1), 25–40.

Badri, M., Mohaidat, J., & El Mourad, T. (2014). Measuring the Efficiency of Public Schools using Data Envelopment Analysis–An Exploratory Study. Journal of Education and Practice, 5(37), 215-232.

Borge, L. E., & Naper, L. R. (2006). Efficiency Potential and Efficiency Variation in Norwegian Lower Secondary Schools. FinanzArchiv/Public Finance Analysis, 62(2), 221-249.

Bradley, S., Johnes, J., & Little, A. (2010). Measurement and Determinants of Efficiency and Productivity in The Further Education Sector in England. Bulletin of Economic Research, 62(1), 1-30. https://doi.org/10.1111/j.1467-8586-2009.00309.x.

Buerger, C., & Bifulco, R. (2019). The Effect of Charter Schools on Districts’ Student Composition, Costs, and Efficiency: The Case of New York State. Economics of Education Review, 69, 61-72.

Calero, J., Murillo Huertas, I. P., & Raymond, J. L. (2020). Efficiency in The Transformation of Schooling into Competences: A Cross‐country Analysis Using PIAAC Data. Bulletin of Economic Research. https://doi.org/10.1111/boer.12249.

Coelli, T. J., Rao, D. S. P., O’Donnell, C. J., & Battese, G. E. (2005). Introduction to Efficiency and Productivity Analysis. Berlin: Springer Science & Business Media.

Danu, A. & Zuhdi, U. (2013). The Government Expenditure Efficiency towards the Human Development. Procedia Economics and Finance, 5, 615–622.

Denaux, Z. S. (2009). Determinants of Technical Efficiency: Urban and Rural Public Schools in The State of Georgia. Southwestern Economic Review, 36, 105-115.

Drebee, H. A., & Razak, N. A. A. (2018). Measuring the Efficiency of Colleges at the University of Al-Qadisiyah-Iraq: A Data Envelopment Analysis Approach. Jurnal Ekonomi Malaysia, 52(3), 163-179.

Farrell, M. J. (1957). The Measurement of Productive Efficiency. Journal of the Royal Statistical Society, 120(3), 253–290.

Goncharuk, A. G. (2018). Efficiency vs Effectiveness: Alternative Metrics for Research Performance. Journal of Applied Management and Investments, 7(1), 24–37.

Haelermans, C. & Ruggiero, J. (2017). Non-Parametric Estimation of The Cost of Adequacy in Education: The Case of Dutch Schools. Journal of the Operational Research Society, 68(4), 390–398.

Hausman, J. (1978). Specification Tests in Econometrics. Econometrica, 46(6), 1251–1271.

Huguenin, J. M. (2015). Determinants of School Efficiency: The Case of Primary Schools in The State of Geneva, Switzerland. International Journal of Educational Management, 29(5), 539–562.

Hussain, Z., Mehmood, B., Siddique, M. A. & Afzal, S. (2015). Determination the Technical Efficiency of Public Schools in Pakistan. Science International, 27(4), 3605–3612.

Johnes, G., & Virmani, S. (2020). The Efficiency of Private and Public Schools in Urban and Rural Areas: Moving Beyond The Development Goals. International Transactions in Operational Research, 27(4), 1869-1885.

Johnson, A. L. & Ruggiero, J. (2014). Nonparametric Measurement of Productivity and Efficiency in Education. Annals of Operations Research, 221(1), 197–210.

Kantabutra, S., & Tang, J. C. (2006). Urban-Rural and Size Effects on School Efficiency: The Case of Northern Thailand. Leadership and Policy in Schools, 5(4), 355-377.

Kantabutra, S. (2009). Using a DEA Management Tool through a Nonparametric Approach: An Examination of Urban-Rural Effects on Thai School Efficiency. International Journal of Education Policy and Leadership, 4(2), 1-14.

Liang, Y. H. Z. Z. W. (2014). Efficiency of Primary Schools in Beijing, China: an Evaluation by Data Envelopment Analysis. International Journal of Educational Management, 23(1), 34–50.

Muvawala, J. & Hisali, E. (2012). Technical efficiency in Uganda’s Primary Education System: Panel Data Evidence. African Statistical Journal Journal, 15, 21-30.

Nahar, M. & Arshad, M. (2014). Efficiency of Secondary Education in Selected OIC Countries. Global Education Review, 1, 53–75.

Nauzeer, S., Jaunky, V. C., & Ramesh, V. (2018). Efficiency Assessment of Secondary Schools in Mauritius: A DEA Approach. International Journal of Environmental and Science Education, 13(10), 865-880.

Podinovski, V. V., Ismail, I., Bouzdine-Chameeva, T. & Zhang, W. (2014). Combining the Assumptions of Variable and Constant Returns to Scale in The Efficiency Evaluation of Secondary Schools. European Journal of Operational Research, 239(2), 504–513.

Porcelli, F. (2009). Measurement of Technical Efficiency . A Brief Survey on Parametric and Non-Parametric Techniques. Working Paper University of Warwick, 1–27.

Psacharopoulos, G. & Patrinos, H. A. (2004). Returns to Investment in Education: A Further Update. Education Economics, 12(2), 111–134.

Psacharopoulos, G. & Patrinos, H. A. (2018). Returns to Investment in Education: a Decennial Review of The Global Literature. Education Economics, 26(5), 445–458.

Rassouli-Currier, S. (2007). Assessing The Efficiency of Oklahoma Public Schools: a Data Envelopment Analysis. Southwestern Economic Review, 34, 131-144.

Scippacercola, S. & Ambra, L. D. (2014). Estimating the Relative Efficiency of Secondary Schools by Stochastic Frontier Analysis. Procedia Economics and Finance, 17(14), 79–88.

Tsakiridou, H., & Stergiou, K. (2013). Evaluating the Efficiency of Primary School Education. Proceeding 2nd International Conference on Advanced Research, 279-286.

Yahia, F. B., & Essid, H. (2019). Determinants of Tunisian Schools’ Efficiency: A DEA-Tobit Approach. Journal of Applied Management and Investments, 8(1), 44–56.

Baltagi, B. H. (2008). Econometric Analysis of Panel Data. New Jersey: John Wiley & Sons.




DOI: https://doi.org/10.15408/etk.v20i1.17204 Abstract - 0 PDF - 0

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