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Elementary education outcome efficiency of Indian state governments: a generalized stochastic frontier approach

Author

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  • Jyotsna Rosario
  • K.R. Shanmugam

Abstract

Purpose - This paper aims to analyze the technical efficiency of Indian State governments in providing elementary education (EE) and to identify the determinants of their technical inefficiency. Design/methodology/approach - The Generalized Stochastic Frontier Approach (GSFA) is used in the context of the Inefficiency Effects Model to simultaneously estimate the frontier production function and the technical inefficiency model. Panel data of 28 Indian States from 2009–10 to 2018–19 is used. Findings - The mean efficiency of States stands at 86%. Efficiency varied between 67 and 97%. 96% of the inter-state disparity in EE outcomes can be explained by inefficiency. Arunachal Pradesh is the least efficient State, followed by Sikkim and Tripura. Efficiency estimates were observed to change across States over the study period. Proportion of government schools, rural population, and proportion of Schedule Caste and Schedule Tribe children are the major determinants of inefficiency. Practical implications - This study emphasizes that efficient resource management is as important as adequate resource allocation for achieving positive EE outcomes. It distinguishes resource-poor States from inefficient ones, providing insights to enhance States’ efficiency, and aiding policymakers in formulating strategies for ensuring equitable and quality EE. Originality/value - This is the first paper to apply GSFA (for Indian States), providing a more robust estimation of efficiency. The Inefficiency Effects Model is employed that address the limitations inherent in the two-stage approach.

Suggested Citation

  • Jyotsna Rosario & K.R. Shanmugam, 2024. "Elementary education outcome efficiency of Indian state governments: a generalized stochastic frontier approach," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 52(4), pages 728-741, July.
    • Handle: RePEc:eme:jespps:jes-11-2023-0649
    DOI: 10.1108/JES-11-2023-0649
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    References listed on IDEAS

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    1. Douglas Sutherland & Robert Price & Eric Gonand, 2009. "Improving public spending efficiency in primary and secondary education," OECD Journal: Economic Studies, OECD Publishing, vol. 2009(1), pages 1-30.
    2. Arpita Ghose, 2017. "Efficiency of Elementary Education in India," SpringerBriefs in Economics, Springer, number 978-81-322-3661-0, September.
    3. repec:dau:papers:123456789/7958 is not listed on IDEAS
    4. Guarini, Giulio & Laureti, Tiziana & Garofalo, Giuseppe, 2020. "Socio-institutional determinants of educational resource efficiency according to the capability approach: An endogenous stochastic frontier analysis," Socio-Economic Planning Sciences, Elsevier, vol. 71(C).
    5. Ruwan Jayasuriya & Quentin Wodon, 2007. "Efficiency in Improving Health and Education Outcomes: Provincial and State-Level Estimates for Argentina and Mexico," Estudios Económicos, El Colegio de México, Centro de Estudios Económicos, vol. 22(1), pages 57-97.
    6. Johnson, Doug & Parrado, Andres, 2021. "Assessing the assessments: Taking stock of learning outcomes data in India," International Journal of Educational Development, Elsevier, vol. 84(C).
    7. Manuel Coutinho Pereira & Sara Moreira, 2007. "A Stochastic Frontier Analysis of Secondary Education Output in Portugal," Working Papers w200706, Banco de Portugal, Economics and Research Department.
    8. Eric A. Hanushek, 1979. "Conceptual and Empirical Issues in the Estimation of Educational Production Functions," Journal of Human Resources, University of Wisconsin Press, vol. 14(3), pages 351-388.
    9. Kodde, David A & Palm, Franz C, 1986. "Wald Criteria for Jointly Testing Equality and Inequality Restriction s," Econometrica, Econometric Society, vol. 54(5), pages 1243-1248, September.
    10. Jondrow, James & Knox Lovell, C. A. & Materov, Ivan S. & Schmidt, Peter, 1982. "On the estimation of technical inefficiency in the stochastic frontier production function model," Journal of Econometrics, Elsevier, vol. 19(2-3), pages 233-238, August.
    11. repec:icf:icfjae:v:11:y:2012:i:2:p:31-47 is not listed on IDEAS
    12. Hung-jen Wang & Peter Schmidt, 2002. "One-Step and Two-Step Estimation of the Effects of Exogenous Variables on Technical Efficiency Levels," Journal of Productivity Analysis, Springer, vol. 18(2), pages 129-144, September.
    13. Simar, Leopold & Wilson, Paul W., 2007. "Estimation and inference in two-stage, semi-parametric models of production processes," Journal of Econometrics, Elsevier, vol. 136(1), pages 31-64, January.
    14. Melo-Becerra, Ligia Alba & Hahn-De-Castro, Lucas Wilfried & Ariza, Dalma Sofía & Carmona, Cristian Oswaldo, 2020. "Efficiency of local public education in a decentralized context," International Journal of Educational Development, Elsevier, vol. 76(C).
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    More about this item

    Keywords

    Technical efficiency; Public expenditure; Elementary education outcomes; Generalized stochastic frontier approach; I21; I22; I28; H52; D24;
    All these keywords.

    JEL classification:

    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education
    • I22 - Health, Education, and Welfare - - Education - - - Educational Finance; Financial Aid
    • I28 - Health, Education, and Welfare - - Education - - - Government Policy
    • H52 - Public Economics - - National Government Expenditures and Related Policies - - - Government Expenditures and Education
    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity

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