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Explaining Estimated Economies of Scale and Scope in Higher Education: A Meta-Regression Analysis

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  • Liang-Cheng Zhang

    (Griffith University
    Australian Council for Educational Research)

  • Andrew C. Worthington

    (Griffith University)

Abstract

Numerous studies have investigated economies of scale and scope in higher education as a means of providing public and private providers of college and university teaching, research and other services and their stakeholders with knowledge of the cost structures that underpin provision in this economically and socially important sector. However, debate continues on the precise nature of the economies of scale and scope in higher education given the mixed findings, largely because of significant institutional and other differences across studies. To address this, we employ meta-regression analysis to explore not only the overall level of scale and scope economies across more than 40 international studies conducted in Australia, the US, the UK, Italy, China, and elsewhere since the early 1980s, but also those factors that potentially affect their presence in the higher education sector. Our findings suggest that functional form and allowances for managerial efficiency have a significant impact on the estimated scale economies. In contrast, for scope economies, the key discriminating factors appear to be when the analysis was conducted, the diversity of the sample, and the national level of economic development.

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  • Liang-Cheng Zhang & Andrew C. Worthington, 2018. "Explaining Estimated Economies of Scale and Scope in Higher Education: A Meta-Regression Analysis," Research in Higher Education, Springer;Association for Institutional Research, vol. 59(2), pages 156-173, March.
  • Handle: RePEc:spr:reihed:v:59:y:2018:i:2:d:10.1007_s11162-017-9460-4
    DOI: 10.1007/s11162-017-9460-4
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    as
    1. Carvalho, Pedro & Marques, Rui Cunha & Berg, Sanford, 2012. "A meta-regression analysis of benchmarking studies on water utilities market structure," Utilities Policy, Elsevier, vol. 21(C), pages 40-49.
    2. Colegrave, Andrew D. & Giles, Margaret J., 2008. "School cost functions: A meta-regression analysis," Economics of Education Review, Elsevier, vol. 27(6), pages 688-696, December.
    3. Jean-Paul Chavas & Bradford Barham & Jeremy Foltz & Kwansoo Kim, 2012. "Analysis and decomposition of scope economies: R&D at US research universities," Applied Economics, Taylor & Francis Journals, vol. 44(11), pages 1387-1404, April.
    4. Baumol, William J, 1982. "Contestable Markets: An Uprising in the Theory of Industry Structure," American Economic Review, American Economic Association, vol. 72(1), pages 1-15, March.
    5. Jiro Nemoto & Noriko Furumatsu, 2014. "Scale and scope economies of Japanese private universities revisited with an input distance function approach," Journal of Productivity Analysis, Springer, vol. 41(2), pages 213-226, April.
    6. Germà Bel & Xavier Fageda, 2009. "Factors explaining local privatization: a meta-regression analysis," Public Choice, Springer, vol. 139(1), pages 105-119, April.
    7. Kwansoo Kim, 2007. "Synergies or Trade-Offs in University Life Sciences Research," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 89(2), pages 353-367.
    8. Shamsul Arifeen Khan Mamun, 2012. "Stochastic estimation of cost frontier: evidence from Bangladesh," Education Economics, Taylor & Francis Journals, vol. 20(2), pages 211-227, May.
    9. repec:ebl:ecbull:v:4:y:2007:i:15:p:1-9 is not listed on IDEAS
    10. Chris Doucouliagos, 2005. "Publication Bias in the Economic Freedom and Economic Growth Literature," Journal of Economic Surveys, Wiley Blackwell, vol. 19(3), pages 367-387, July.
    11. Johnes, Geraint, 1998. "The Costs of Multi-product Organizations and the Heuristic Evaluation of Industrial Structure," Socio-Economic Planning Sciences, Elsevier, vol. 32(3), pages 199-209, September.
    12. Koshal, Rajindar K. & Koshal, Manjulika, 1999. "Economies of scale and scope in higher education: a case of comprehensive universities," Economics of Education Review, Elsevier, vol. 18(2), pages 269-277, April.
    13. Maria Olivares & Heike Wetzel, 2014. "Editor's Choice Competing in the Higher Education Market: Empirical Evidence for Economies of Scale and Scope in German Higher Education Institutions," CESifo Economic Studies, CESifo Group, vol. 60(4), pages 653-680.
    14. Tommaso Agasisti & Geraint Johnes, 2010. "Heterogeneity and the evaluation of efficiency: the case of Italian universities," Applied Economics, Taylor & Francis Journals, vol. 42(11), pages 1365-1375.
    15. Glass, J C & McKillop, Donal G & Hyndman, N, 1995. "Efficiency in the Provision of University Teaching and Research: An Empirical Analysis of UK Universities," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 10(1), pages 61-72, Jan.-Marc.
    16. Geraint Johnes & Manuel Salas-Velasco, 2007. "The Determinants Of Costs And Efficiencies Where Producers Are Heterogeneous: The Case Of Spanish Universities," Economics Bulletin, AccessEcon, vol. 4(15), pages 1-9.
    17. Koshal, Rajindar K. & Koshal, Manjulika & Gupta, Ashok, 2001. "Multi-product total cost function for higher education: a case of bible colleges," Economics of Education Review, Elsevier, vol. 20(3), pages 297-303, June.
    18. Germà Bel & Mildred E. Warner, 2016. "Factors explaining inter-municipal cooperation in service delivery: a meta-regression analysis," Journal of Economic Policy Reform, Taylor and Francis Journals, vol. 19(2), pages 91-115, April.
    19. Germà Bel & Mildred E. Warner, 2016. "Factors explaining inter-municipal cooperation in service delivery: a meta-regression analysis," Journal of Economic Policy Reform, Taylor & Francis Journals, vol. 19(2), pages 91-115, June.
    20. Tommaso Agasisti, 2016. "Cost structure, productivity and efficiency of the Italian public higher education industry 2001--2011," International Review of Applied Economics, Taylor & Francis Journals, vol. 30(1), pages 48-68, January.
    21. T.D. Stanley & Hristos Doucouliagos & Margaret Giles & Jost H. Heckemeyer & Robert J. Johnston & Patrice Laroche & Jon P. Nelson & Martin Paldam & Jacques Poot & Geoff Pugh & Randall S. Rosenberger & , 2013. "Meta-Analysis Of Economics Research Reporting Guidelines," Journal of Economic Surveys, Wiley Blackwell, vol. 27(2), pages 390-394, April.
    22. Geraint Johnes, 1996. "Multi-product cost functions and the funding of tuition in UK universities," Applied Economics Letters, Taylor & Francis Journals, vol. 3(9), pages 557-561.
    23. Bailey, Elizabeth E & Friedlaender, Ann F, 1982. "Market Structure and Multiproduct Industries," Journal of Economic Literature, American Economic Association, vol. 20(3), pages 1024-1048, September.
    24. T. D. Stanley & Stephen B. Jarrell, 2005. "Meta‐Regression Analysis: A Quantitative Method of Literature Surveys," Journal of Economic Surveys, Wiley Blackwell, vol. 19(3), pages 299-308, July.
    25. Keiji Hashimoto & Elchanan Cohn, 1997. "Economies of Scale and Scope in Japanese Private Universities," Education Economics, Taylor & Francis Journals, vol. 5(2), pages 107-115.
    26. Izadi, Hooshang & Johnes, Geraint & Oskrochi, Reza & Crouchley, Robert, 2002. "Stochastic frontier estimation of a CES cost function: the case of higher education in Britain," Economics of Education Review, Elsevier, vol. 21(1), pages 63-71, February.
    27. Geraint Johnes & Jill Johnes, 2016. "Costs, efficiency, and economies of scale and scope in the English higher education sector," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 32(4), pages 596-614.
    28. Johnes, Geraint & Johnes, Jill, 2009. "Higher education institutions' costs and efficiency: Taking the decomposition a further step," Economics of Education Review, Elsevier, vol. 28(1), pages 107-113, February.
    29. Dundar, Halil & Lewis, Darrell R., 1995. "Departmental productivity in American universities: Economies of scale and scope," Economics of Education Review, Elsevier, vol. 14(2), pages 119-144, June.
    30. Cohn, Elchanan & Rhine, Sherrie L W & Santos, Maria C, 1989. "Institutions of Higher Education as Multi-product Firms: Economies of Scale and Scope," The Review of Economics and Statistics, MIT Press, vol. 71(2), pages 284-290, May.
    31. T.D. Stanley & Hristos Doucouliagos & Margaret Giles & Jost Heckemeyer & Robert Johnston & Patrice Laroche & Jon Nelson & Martin Paldam & Jacques Poot & Geoff Pugh & Randall Rosenberger & Katja Rost, 2013. "Meta-analysis of economics research reporting guidelines," Post-Print hal-02137661, HAL.
    32. Tsu‐Tan Fu & Cliff J. Huang & Flora F. Tien, 2008. "University Cost Structure In Taiwan," Contemporary Economic Policy, Western Economic Association International, vol. 26(4), pages 651-662, October.
    33. Geraint Johnes & Astrid Schwarzenberger, 2011. "Differences in cost structure and the evaluation of efficiency: the case of German universities," Education Economics, Taylor & Francis Journals, vol. 19(5), pages 487-499, January.
    34. Rajindar Koshal & Manjulika Koshal, 2000. "Do Liberal Arts Colleges Exhibit Economies of Scale and Scope?," Education Economics, Taylor & Francis Journals, vol. 8(3), pages 209-220.
    35. Johnes, Geraint, 1997. "Costs and Industrial Structure in Contemporary British Higher Education," Economic Journal, Royal Economic Society, vol. 107(442), pages 727-737, May.
    36. de Groot, Hans & McMahon, Walter W & Volkwein, J Fredericks, 1991. "The Cost Structure of American Research Universities," The Review of Economics and Statistics, MIT Press, vol. 73(3), pages 424-431, August.
    37. David N. Laband & Bernard F. Lentz, 2003. "New Estimates of Economies of Scale and Scope in Higher Education," Southern Economic Journal, John Wiley & Sons, vol. 70(1), pages 172-183, July.
    38. G. Sav, 2011. "Panel Data Estimates of Public Higher Education Scale and Scope Economies," Atlantic Economic Journal, Springer;International Atlantic Economic Society, vol. 39(2), pages 143-153, June.
    39. E Thanassoulis & M Kortelainen & G Johnes & J Johnes, 2011. "Costs and efficiency of higher education institutions in England: a DEA analysis," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 62(7), pages 1282-1297, July.
    40. Tsu‐Tan Fu & Cliff J. Huang & Yung‐Lieh Yang, 2011. "Quality And Economies Of Scale In Higher Education: A Semiparametric Smooth Coefficient Estimation," Contemporary Economic Policy, Western Economic Association International, vol. 29(1), pages 138-149, January.
    41. G. Thomas Sav, 2004. "Higher education costs and scale and scope economies," Applied Economics, Taylor & Francis Journals, vol. 36(6), pages 607-614.
    42. Longlong, Hou & Fengliang, Li & Weifang, Min, 2009. "Multi-product total cost functions for higher education: The case of Chinese research universities," Economics of Education Review, Elsevier, vol. 28(4), pages 505-511, August.
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    Cited by:

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    3. John J. Cheslock & Ozan Jaquette, 2022. "Concentrated or Fragmented? The U.S. Market for Online Higher Education," Research in Higher Education, Springer;Association for Institutional Research, vol. 63(1), pages 33-59, February.
    4. Ann M. Gansemer‐Topf & Peter F. Orazem & Darin R. Wohlgemuth, 2021. "Do liberal arts colleges maximize profit?," Southern Economic Journal, John Wiley & Sons, vol. 88(1), pages 274-294, July.
    5. Yong-Ming He & Yu-Long Pei & Bin Ran & Jia Kang & Yu-Ting Song, 2020. "Analysis on the Higher Education Sustainability in China Based on the Comparison between Universities in China and America," Sustainability, MDPI, vol. 12(2), pages 1-19, January.
    6. Tommaso Agasisti & Alice Bertoletti & Giacomo Pignataro, 2021. "Economies of scale and scope of universities – towards bigger size and specialization?," Economics Bulletin, AccessEcon, vol. 41(2), pages 405-416.

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    More about this item

    Keywords

    Economies of scale; Economies of scope; Meta-regression analysis; Higher education;
    All these keywords.

    JEL classification:

    • D29 - Microeconomics - - Production and Organizations - - - Other
    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • I23 - Health, Education, and Welfare - - Education - - - Higher Education; Research Institutions

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