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Efficiency and economies of scale and specialization in European universities: A directional distance approach

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  • Daraio, Cinzia
  • Bonaccorsi, Andrea
  • Simar, Léopold

Abstract

In this paper we investigate economies of scale and specialization of European universities. The proposed approach builds on the notion that university production is a multi-input multi-output process different than standard production activity. The analyses are based on an interesting database which integrates the main European universities data on inputs and outputs with bibliometric data on publications, impact and collaborations. We pursue a cross-country perspective; we include subject mix and introduce a robust modeling of production trade-offs. Finally we test the statistical significance of scale and specialization and find that they both have a significant impact on the efficiency of the Humboldt model. Nevertheless, confirming previous findings, specialization has not a significant impact on the efficiency of the research model.

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  • Daraio, Cinzia & Bonaccorsi, Andrea & Simar, Léopold, 2015. "Efficiency and economies of scale and specialization in European universities: A directional distance approach," Journal of Informetrics, Elsevier, vol. 9(3), pages 430-448.
  • Handle: RePEc:eee:infome:v:9:y:2015:i:3:p:430-448
    DOI: 10.1016/j.joi.2015.03.002
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    1. 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.
    2. Bonaccorsi, Andrea & Daraio, Cinzia & Simar, Leopold, 2013. "What is the impact of scale and specialization on the research efficiency of European universities?," LIDAM Reprints ISBA 2013039, Université catholique de Louvain, Institute of Statistics, Biostatistics and Actuarial Sciences (ISBA).
    3. Daraio, Cinzia & Simar, Léopold, 2014. "Directional distances and their robust versions: Computational and testing issues," European Journal of Operational Research, Elsevier, vol. 237(1), pages 358-369.
    4. Andrea Bonaccorsi & Cinzia Daraio & Léopold Simar, 2014. "Scale and research specialization in European universities: a directional distance approach to teaching efficiency," Chapters, in: Andrea Bonaccorsi (ed.), Knowledge, Diversity and Performance in European Higher Education, chapter 10, pages iii-iii, Edward Elgar Publishing.
    5. Carayol, Nicolas & Matt, Mireille, 2006. "Individual and collective determinants of academic scientists' productivity," Information Economics and Policy, Elsevier, vol. 18(1), pages 55-72, March.
    6. Jeffrey Racine, 2008. "Nonparametric econometrics: a primer (in Russian)," Quantile, Quantile, issue 4, pages 7-56, March.
    7. Simar, Léopold & Vanhems, Anne, 2012. "Probabilistic characterization of directional distances and their robust versions," Journal of Econometrics, Elsevier, vol. 166(2), pages 342-354.
    8. Andrew Worthington, 2001. "An Empirical Survey of Frontier Efficiency Measurement Techniques in Education," Education Economics, Taylor & Francis Journals, vol. 9(3), pages 245-268.
    9. 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.
    10. Tasso Brandt & Torben Schubert, 2014. "Is the university model an organizational necessity? Scale and agglomeration effects in science," Chapters, in: Andrea Bonaccorsi (ed.), Knowledge, Diversity and Performance in European Higher Education, chapter 8, pages iii-iii, Edward Elgar Publishing.
    11. Carmen López-Illescas & Félix Moya-Anegón & Henk F. Moed, 2011. "A ranking of universities should account for differences in their disciplinary specialization," Scientometrics, Springer;Akadémiai Kiadó, vol. 88(2), pages 563-574, August.
    12. Johnes, Jill, 2006. "Data envelopment analysis and its application to the measurement of efficiency in higher education," Economics of Education Review, Elsevier, vol. 25(3), pages 273-288, June.
    13. Racine, Jeff, 1997. "Consistent Significance Testing for Nonparametric Regression," Journal of Business & Economic Statistics, American Statistical Association, vol. 15(3), pages 369-378, July.
    14. Racine, Jeffrey S., 2008. "Nonparametric Econometrics: A Primer," Foundations and Trends(R) in Econometrics, now publishers, vol. 3(1), pages 1-88, March.
    15. Elchanan Cohn & Samuel T. Cooper, 2004. "Multi-product Cost Functions for Universities: Economies of Scale and Scope," Chapters, in: Geraint Johnes & Jill Johnes (ed.), International Handbook on the Economics of Education, chapter 15, Edward Elgar Publishing.
    16. Geraint Johnes & Jill Johnes (ed.), 2004. "International Handbook on the Economics of Education," Books, Edward Elgar Publishing, number 2847.
    17. Bădin, Luiza & Daraio, Cinzia & Simar, Léopold, 2012. "How to measure the impact of environmental factors in a nonparametric production model," European Journal of Operational Research, Elsevier, vol. 223(3), pages 818-833.
    18. Worthington, Andrew C. & Higgs, Helen, 2014. "Economies of scale and scope in Australian urban water utilities," Utilities Policy, Elsevier, vol. 31(C), pages 52-62.
    19. Andrea Bonaccorsi & Cinzia Daraio, 2003. "A robust nonparametric approach to the analysis of scientific productivity," Research Evaluation, Oxford University Press, vol. 12(1), pages 47-69, April.
    20. Daraio, Cinzia & Bonaccorsi, Andrea & Geuna, Aldo & Lepori, Benedetto & Bach, Laurent & Bogetoft, Peter & F. Cardoso, Margarida & Castro-Martinez, Elena & Crespi, Gustavo & de Lucio, Ignacio Fernandez, 2011. "The European university landscape: A micro characterization based on evidence from the Aquameth project," Research Policy, Elsevier, vol. 40(1), pages 148-164, February.
    21. Jill Johnes, 2004. "Efficiency Measurement," Chapters, in: Geraint Johnes & Jill Johnes (ed.), International Handbook on the Economics of Education, chapter 16, Edward Elgar Publishing.
    22. 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.
    23. 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.
    24. Per O. Seglen & Dag W. Aksnes, 2000. "Scientific Productivity and Group Size: A Bibliometric Analysis of Norwegian Microbiological Research," Scientometrics, Springer;Akadémiai Kiadó, vol. 49(1), pages 125-143, August.
    25. Luiza Bădin & Cinzia Daraio & Léopold Simar, 2014. "Explaining inefficiency in nonparametric production models: the state of the art," Annals of Operations Research, Springer, vol. 214(1), pages 5-30, March.
    26. Hugo Horta & T Austin Lacy, 2011. "How does size matter for science? Exploring the effects of research unit size on academics' scientific productivity and information exchange behaviors," Science and Public Policy, Oxford University Press, vol. 38(6), pages 449-460, July.
    27. Moed, Henk F. & de Moya-Anegón, Félix & López-Illescas, Carmen & Visser, Martijn, 2011. "Is concentration of university research associated with better research performance?," Journal of Informetrics, Elsevier, vol. 5(4), pages 649-658.
    28. 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.
    29. Hanushek, Eric A, 1986. "The Economics of Schooling: Production and Efficiency in Public Schools," Journal of Economic Literature, American Economic Association, vol. 24(3), pages 1141-1177, September.
    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. Andrea Bonaccorsi & Cinzia Daraio, 2005. "Exploring size and agglomeration effects on public research productivity," Scientometrics, Springer;Akadémiai Kiadó, vol. 63(1), pages 87-120, March.
    32. Uwe Schimank & Markus Winnes, 2000. "Beyond Humboldt? The relationship between teaching and research in European university systems," Science and Public Policy, Oxford University Press, vol. 27(6), pages 397-408, December.
    33. Othman Joumady & Catherine Ris, 2005. "Performance in European higher education: A non-parametric production frontier approach," Education Economics, Taylor & Francis Journals, vol. 13(2), pages 189-205.
    34. 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.
    35. Chambers, Robert G. & Chung, Yangho & Fare, Rolf, 1996. "Benefit and Distance Functions," Journal of Economic Theory, Elsevier, vol. 70(2), pages 407-419, August.
    36. Zara Daghbashyan & Enrico Deiaco & Maureen McKelvey, 2014. "How and why does cost efficiency of universities differ across European countries? An explorative attempt using new microdata," Chapters, in: Andrea Bonaccorsi (ed.), Knowledge, Diversity and Performance in European Higher Education, chapter 9, pages iii-iii, Edward Elgar Publishing.
    37. 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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