The transient and persistent efficiency of Italian and German universities: a stochastic frontier analysis

ABSTRACT Despite measures on the European level to increase the compatibility between the higher education sectors, the recent literature exposes variations in their efficiencies. To gain insights into these differences, we split the efficiency term according to the two management levels each university is confronted with. We separate short-term and long-term efficiency while controlling for unobserved institution-specific heterogeneity. We argue that the first term reflects the efficiency of the individual universities working within the country, while the second term echoes the influence of the overall country-specific higher education structure. The cross-country comparison displays whether efficiency differences between countries are related to the individual performance of their universities or their higher education structure. This allows more purposeful policy recommendations and expands the literature regarding the efficiency of universities in a fundamental way. Choosing Italy and Germany as two important illustrative examples, we show that the Italian higher education sector exhibits a higher overall efficiency value. With the individual universities working at the upper bound of efficiency in both countries, the remaining inefficiency and the gap between the countries are caused by persistent, structural inefficiency. Future measures should hence aim at the country-specific structure and not solely at the activities of single universities.

[1]  G. Battese,et al.  Prediction of firm-level technical efficiencies with a generalized frontier production function and panel data , 1988 .

[2]  Joanna Wolszczak-Derlacz,et al.  Efficiency of European public higher education institutions: a two-stage multicountry approach , 2011, Scientometrics.

[3]  G. Johnes,et al.  Heterogeneity and the evaluation of efficiency: the case of Italian universities , 2010 .

[4]  Svein Kyvik,et al.  Structural changes in higher education systems in Western Europe , 2004 .

[5]  Roberto Zotti,et al.  Explaining (in)efficiency in higher education: a comparison of parametric and non-parametric analyses to rank universities , 2015 .

[6]  Giorgio Vittadini,et al.  Closed-skew normality in stochastic frontiers with individual effects and long/short-run efficiency , 2014 .

[7]  A. Worthington An Empirical Survey of Frontier Efficiency Measurement Techniques in Education , 2001 .

[8]  Miguel St. Aubyn,et al.  What Level of Education Matters Most for Growth? Evidence from Portugal , 2004 .

[9]  Differences in cost structure and the evaluation of efficiency: the case of German universities , 2011 .

[10]  Tommaso Agasisti,et al.  Cost structure, productivity and efficiency of the Italian public higher education industry 2001–2011 , 2016 .

[11]  Tommaso Agasisti,et al.  Performances and spending efficiency in higher education: a European comparison through non‐parametric approaches , 2008 .

[12]  Geraint Johnes,et al.  Beyond frontiers: comparing the efficiency of higher education decision‐making units across more than one country , 2009 .

[13]  W. Greene,et al.  Economies of Scale in U.S. Electric Power Generation , 1976, Journal of Political Economy.

[14]  A. Heshmati,et al.  Efficiency Measurement in Swedish Dairy Farms: An Application of Rotating Panel Data, 1976–88 , 1995 .

[15]  Marvin A. Titus,et al.  Are Public Master’s Institutions Cost Efficient? A Stochastic Frontier and Spatial Analysis , 2017 .

[16]  Carla Haelermans,et al.  Comparing Efficiency of Public Universities among European Countries: Different Incentives Lead to Different Performances: Comparing Efficiency of Public Universities , 2016 .

[17]  Jill Johnes,et al.  Research Funding and Performance in U.K. University Departments of Economics: A Frontier Analysis. , 1995 .

[18]  Subal C. Kumbhakar,et al.  When, where and how to estimate persistent and transient efficiency in stochastic frontier panel data models , 2016, Eur. J. Oper. Res..

[19]  J. Enders,et al.  Higher education, internationalisation, and the nation-state: Recent developments and challenges to governance theory , 2004 .

[20]  T. Agasisti,et al.  Comparing German and Italian Public Universities: Convergence or Divergence in the Higher Education Landscape?: COMPARING GERMAN AND ITALIAN PUBLIC UNIVERSITIES , 2012 .

[21]  Subal C. Kumbhakar,et al.  Technical efficiency in competing panel data models: a study of Norwegian grain farming , 2014 .

[22]  D. Aigner,et al.  P. Schmidt, 1977,?Formulation and estimation of stochastic frontier production function models,? , 1977 .

[23]  Lutz Bornmann,et al.  How to measure research efficiency in higher education? Research grants vs. publication output , 2018, Journal of Higher Education Policy and Management.

[24]  Sabine Gralka,et al.  Stochastic frontier analysis in higher education: A systematic review , 2018 .

[25]  William H. Greene,et al.  Persistent and transient productive inefficiency: a maximum simulated likelihood approach , 2014 .

[26]  S. Gralka Persistent inefficiency in the higher education sector: evidence from Germany , 2018 .

[27]  Subal C. Kumbhakar,et al.  A Practitioner's Guide to Stochastic Frontier Analysis Using Stata , 2015 .

[28]  Marvin A. Titus,et al.  Examining Production Efficiency in Higher Education: The Utility of Stochastic Frontier Analysis , 2016 .

[29]  Erik E. Lehmann,et al.  Approaching effects of the economic crisis on university efficiency: a comparative study of Germany and Italy , 2018 .

[30]  Oleg Badunenko,et al.  Economies of scale, technical change and persistent and time-varying cost efficiency in Indian banking: Do ownership, regulation and heterogeneity matter? , 2017, Eur. J. Oper. Res..

[31]  E. Hazelkorn Rankings and the Reshaping of Higher Education: The Battle for World-Class Excellence , 2011 .

[32]  Mehdi Rhaiem,et al.  Measurement and determinants of academic research efficiency: a systematic review of the evidence , 2017, Scientometrics.

[33]  P. Stevens,et al.  A Stochastic Frontier Analysis of English and Welsh Universities , 2005 .

[34]  A. Mas-Colell,et al.  The Governance and Performance of Universities: Evidence from Europe and the US , 2010 .

[35]  Manjulika Koshal,et al.  Economies of scale and scope in higher education: a case of comprehensive universities , 1999 .

[36]  G. Kempkes,et al.  The efficiency of German universities–some evidence from nonparametric and parametric methods , 2010 .

[37]  J. F. Volkwein Campus Autonomy and Its Relationship to Measures of University Quality. , 1986 .

[38]  M. Abbott,et al.  Competition and efficiency: overseas students and technical efficiency in Australian and New Zealand universities , 2009 .

[39]  Othman Joumady,et al.  Performance in European higher education: A non‐parametric production frontier approach , 2005 .

[40]  G. Johnes COSTS AND INDUSTRIAL STRUCTURE IN CONTEMPORARY BRITISH HIGHER EDUCATION , 1997 .

[41]  Dominik Erhardt,et al.  Competition unleashed: horizontal differentiation in German higher education , 2016 .

[42]  W. Greene Fixed and Random Effects in Stochastic Frontier Models , 2002 .

[43]  Munir Ahmad,et al.  Technical efficiency measures for dairy farms using panel data: A comparison of alternative model specifications , 1996 .

[44]  J. F. Volkwein,et al.  State Regulation and Administrative Flexibility at Public Universities , 1996 .

[45]  Maureen McKelvey,et al.  How and why does cost efficiency of universities differ across European countries? : An explorative attempt using new microdata , 2014 .

[46]  Adela García Aracil,et al.  The differential effects of competitive funding on the production frontier and the efficiency of universities , 2016 .

[47]  Stephen C. Gara,et al.  Efficiency-Based Funding for Public Four-Year Colleges and Universities , 2012, Education Finance and Policy.

[48]  A. Heshmati,et al.  Persistent and Transient Efficiency of International Airlines , 2016, European Journal of Transport and Infrastructure Research.

[49]  Kristof De Witte,et al.  Efficiency in education: a review of literature and a way forward , 2017, J. Oper. Res. Soc..

[50]  T. Agasisti,et al.  Comparing efficiency in a cross-country perspective: the case of Italian and Spanish state universities , 2007 .

[51]  Ellen Hazelkorn,et al.  Rankings and the Reshaping of Higher Education , 2011 .