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Applications of Production Economics in Education

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Handbook of Production Economics

Abstract

This chapter provides a comprehensive survey of the existing literature on production economics from the education perspective, bringing together findings from the education costs, production, and efficiency contexts and relating to all levels of education including primary, secondary (both compulsory and non-compulsory), and higher education.

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References

  1. Abbott M, Doucouliagos C (2000) Technical and scale efficiency of vocational education and training institutions: the case of the New Zealand polytechnics. N Z Econ Pap 34(1):1–23

    Google Scholar 

  2. Abbott M, Doucouliagos C (2002) A data envelopment analysis of the efficiency of Victorian TAFE institutes. Aust Econ Rev 35(1):55–69

    Article  Google Scholar 

  3. Abbott M, Doucouliagos H (2003) The efficiency of Australian universities: a data envelopment analysis. Econ Educ Rev 22:89–97

    Article  Google Scholar 

  4. Adkins LC, Moomaw RL (2003) The impact of local funding on the technical efficiency of Oklahoma Schools. Econ Lett 81(1):31–37

    Article  Google Scholar 

  5. Afonso A, St. Aubyn M (2006) Cross-country efficiency of secondary education provision: a semi-parametric analysis with non-discretionary inputs. Econ Model 23(3):476–491

    Article  Google Scholar 

  6. Agasisti T (2011a) Does competition affect schools’ performance? Evidence from Italy through OECD-PISA data. Eur J Educ 46(4):549–565

    Article  Google Scholar 

  7. Agasisti T (2011b) Performances and spending efficiency in higher education: a European comparison through non-parametric approaches. Educ Econ 19(2):199–224

    Article  Google Scholar 

  8. Agasisti T (2013) Competition among Italian junior-secondary schools: a variance-decomposition empirical analysis. Ann Public Coop Econ 84(1):17–42

    Article  Google Scholar 

  9. Agasisti T (2014) The efficiency of public spending on education: an empirical comparison of EU countries. Eur J Educ 49(4):543–557

    Article  Google Scholar 

  10. Agasisti T (2016) Cost structure, productivity and efficiency of the Italian public higher education industry 2001–2011. Int Rev Appl Econ 30(1):48–68

    Article  Google Scholar 

  11. Agasisti T, Gralka S (2019) The transient and persistent efficiency of Italian and German universities: a stochastic frontier analysis. Appl Econ 51:1–19

    Article  Google Scholar 

  12. Agasisti T, Johnes G (2009a) Beyond frontiers: comparing the efficiency of higher education decision-making units across more than one country. Educ Econ 17(1):59–79

    Article  Google Scholar 

  13. Agasisti T, Johnes G (2009b) Cost structure, efficiency and heterogeneity in US higher education: an empirical analysis, LUMS working paper 2009/013. Lancaster University Management School, Lancaster

    Google Scholar 

  14. Agasisti T, Johnes G (2010) Heterogeneity and the evaluation of efficiency: the case of Italian universities. Appl Econ 42(11):1365–1376

    Article  Google Scholar 

  15. Agasisti T, Johnes G (2015) Efficiency, costs, rankings and heterogeneity: the case of US higher education. Stud High Educ 40(1):60–82

    Article  Google Scholar 

  16. Agasisti T, Pérez-Esparrells C (2010) Comparing efficiency in a cross-country perspective: the case of Italian and Spanish state universities. High Educ 59(1):85–103

    Article  Google Scholar 

  17. Agasisti T, Barra C, Zotti R (2016) Evaluating the efficiency of Italian public universities (2008–2011) in presence of (unobserved) heterogeneity. Socio Econ Plan Sci 55:47–58

    Article  Google Scholar 

  18. Ahn T, Seiford LM (1993) Sensitivity of DEA to models and variable sets in a hypothesis test setting: the efficiency of university operations. In: Ijiri Y (ed) Creative and innovative approaches to the science of management. Quorum Books, Westport, pp 191–208

    Google Scholar 

  19. Ahn T, Arnold V, Charnes A, Cooper WW (1989) DEA and ratio efficiency analyses for public institutions of higher learning in Texas. Res Gov Nonprofit Account 5:165–185

    Google Scholar 

  20. Aigner D, Lovell CAK, Schmidt P (1977) Formulation and estimation of stochastic frontier production models. J Econ 6:21–37

    Article  Google Scholar 

  21. Al-Enezi M, Burney NA, Johnes J, Al-Musallam M (2010) An assessment of efficiency of public schools in Kuwait using data envelopment approach (DEA) and Tobit regression. J Dev Econ Policies 12(2):5–33

    Google Scholar 

  22. Andrews M, Duncombe W, Yinger J (2002) Revisiting economies of size in American education: are we any closer to a consensus. Econ Educ Rev 21:245–262

    Article  Google Scholar 

  23. Aparicio J, Crespo-Cebada E, Pedraja-Chaparro F, Santín D (2017) Comparing school ownership performance using a pseudo-panel database: a Malmquist-type index approach. Eur J Oper Res 256(2):533–542

    Article  Google Scholar 

  24. Arcelus FJ, Coleman DF (1997) An efficiency review of university departments. Int J Syst Sci 28(7):721–729

    Article  Google Scholar 

  25. Aristovnik A, Obadić A (2011) The funding and efficiency of higher education in Croatia and Slovenia: a nonparametric comparison. Munich Personal RePEc Archive 31466. http://mpra.ub.uni-muenchen.de/31466/1/Pula-Obadic-Aristovnik-HE-Nonparametric_final.pdf

  26. Aristovnik A, Obadić A (2014) Measuring relative efficiency of secondary education in selected EU and OECD countries: the case of Slovenia and Croatia. Technol Econ Dev Econ 20(3):419–433

    Article  Google Scholar 

  27. Athanassopulos A, Shale EA (1997) Assessing the comparative efficiency of higher education institutions in the UK by means of data envelopment analysis. Educ Econ 5(2):117–135

    Article  Google Scholar 

  28. Avkiran NK (2001) Investigating technical and scale efficiencies of Australian universities through data envelopment analysis. Socio Econ Plan Sci 35:57–80

    Article  Google Scholar 

  29. Azar Dufrechou P (2016) The efficiency of public education spending in Latin America: a comparison to high-income countries. Int J Educ Dev 49:188–203

    Article  Google Scholar 

  30. Aziz NAA, Janor RM, Mahadi R (2013) Comparative departmental efficiency analysis within a university: a DEA approach. Procedia Soc Behav Sci 90:540–548

    Article  Google Scholar 

  31. Banker RD, Janakiraman S, Natarajan R (2004) Analysis of trends in technical and allocative efficiency: an application to Texas public school districts. Eur J Oper Res 154(2):477–491

    Article  Google Scholar 

  32. Barra C, Zotti R (2013) Measuring teaching and research efficiency in higher education using data envelopment analysis. A case study from the University of Salerno. University of Salerno CELPE, Interdepartmental Centre for Research in Labour Economics and Economic Policy, Working papers number 3/2013. https://www.academia.edu/4905831/Measuring_teaching_and_research_efficiency_in_higher_education_using_data_envelopment_analysis._A_case_study_from_the_University_of_Salerno

  33. Barrow MM (1991) Measuring local education authority performance: a frontier approach. Econ Educ Rev 10(1):19–27

    Article  Google Scholar 

  34. Bates JM (1993) The efficiency of local education authorities. Oxf Rev Educ 19(3):277–289

    Article  Google Scholar 

  35. Bates JM (1997) Measuring predetermined socioeconomic ‘input’ when assessing the efficiency of educational outputs. Appl Econ 29(1):85–93

    Article  Google Scholar 

  36. Battese GE, Coelli TJ (1995) A model for technical inefficiency effects in a stochastic frontier production function for panel data. Empir Econ 20(2):325–332

    Article  Google Scholar 

  37. Baumol WJ, Panzar JC, Willig RD (1982) Contestable markets and the theory of industry structure. Harcourt Brace Jovanovich, London

    Google Scholar 

  38. Bayraktar E, Tatoglu E, Zaim S (2013) Measuring the relative efficiency of quality management practices in Turkish public and private universities. J Oper Res Soc 64(12):1810–1830

    Article  Google Scholar 

  39. Beasley JE (1990) Comparing university departments. Omega 18(2):171–183

    Article  Google Scholar 

  40. Beasley JE (1995) Determining teaching and research efficiencies. J Oper Res Soc 46(4):441–452

    Article  Google Scholar 

  41. Bee M, Dolton PJ (1985) Costs and economies of scale in UK private schools. Appl Econ 17:281–290

    Article  Google Scholar 

  42. Berkner LV (1966) Management in the university. Manag Sci 12(10):183–191

    Article  Google Scholar 

  43. Bessent AM, Bessent EW (1980) Determining the comparative efficiency of schools through data envelopment analysis. Educ Adm Q 16(2):57–75

    Article  Google Scholar 

  44. Bessent AM, Bessent EW, Kennington J, Reagan B (1982) An application of mathematical programming to assess productivity in the Houston independent school district. Manag Sci 28(12):1355–1367

    Article  Google Scholar 

  45. Blackburn V, Brennan S, Ruggiero J (2014) Measuring efficiency in Australian Schools: a preliminary analysis. Socio Econ Plan Sci 48(1):4–9

    Article  Google Scholar 

  46. Blackorby C, Russell R (1989) Will the real elasticity of substitution please stand up? (A comparison of Allen/Uzawa and Morishima elasticities). Am Econ Rev 79:882–888

    Google Scholar 

  47. Bogetoft P, Heinesen E, Tranæs T (2015) The efficiency of educational production: a comparison of the Nordic countries with other OECD countries. Econ Model 50:310–321

    Article  Google Scholar 

  48. Bonesrønning H, Rattsø J (1994) Efficiency variation among the Norwegian high schools: consequences of equalization policy. Econ Educ Rev 13(4):289–304

    Article  Google Scholar 

  49. Borge L-E, Naper LR (2005) Efficiency potential and efficiency variation in Norwegian lower secondary schools. In: CESifo working papers, Working paper no. 1624.: 26pp. CESifo, Munich

    Google Scholar 

  50. Bowen HR (1981) The costs of higher education: How much do colleges and universities spend per student and how much should they spend? Jossey-Bass, San Francisco

    Google Scholar 

  51. Bowles TJ, Bosworth R (2002) Scale economies in public education: evidence from school level data. J Educ Financ 28(Fall):285–300

    Google Scholar 

  52. Bradley S, Taylor J (2002) The effect of the quasi–market on the efficiency–equity trade–off in the secondary school sector. Bull Econ Res 54(3):295–314

    Article  Google Scholar 

  53. Bradley S, Johnes G, Millington J (2001) The effect of competition on the efficiency of secondary schools in England. Eur J Oper Res 135(3):545–568

    Article  Google Scholar 

  54. Bradley S, Johnes J, Little A (2010) The measurement and determinants of efficiency and productivity in the further education sector in England. Bull Econ Res 62(1):1–30

    Article  Google Scholar 

  55. Brennan S, Haelermans C, Ruggiero J (2013) Nonparametric estimation of education productivity incorporating nondiscretionary inputs with an application to Dutch schools. Eur J Oper Res 234(3):809

    Article  Google Scholar 

  56. Breu TM, Raab RL (1994) Efficiency and perceived quality of the nation’s ‘Top 25’ national universities and national liberal arts colleges: an application of data envelopment analysis to higher education. Socio Econ Plan Sci 28(1):33–45

    Article  Google Scholar 

  57. Brinkman PT, Leslie LL (1986) Economies of scale in higher education: sixty years of research. Rev High Educ 10(1):1–28

    Article  Google Scholar 

  58. Burney NA, Johnes J, Al-Enezi M, Al-Ramadhan M, Al-Musallam M, Hamada S, Al-Musallam N, Al-Essa G, Al-Khayat A, Al-Husaini F (2009) An assessment of cost structure and efficiency of public schools in Kuwait, Report no. KISR9673. Kuwait Institute for Scientific Research, Kuwait

    Google Scholar 

  59. Burney NA, Johnes J, Al-Enezi M, Al-Musallam M (2013) The efficiency of public schools: the case of Kuwait. Educ Econ 21(4):360–379

    Article  Google Scholar 

  60. Butler RJ, Monk DH (1985) The cost of public schooling in New York State: the role of scale and efficiency in 1978–79. J Hum Resour 20(3):361–381

    Article  Google Scholar 

  61. Cai Y, Yang X (2016) Mergers in Chinese higher education: lessons for studies in a global context. Eur J High Educ 6(1):71

    Article  Google Scholar 

  62. Callan SJ, Santerre RS (1990) The production characteristics of local public education: a multiple product and input analysis. South Econ J 57(2):468–480

    Article  Google Scholar 

  63. Camanho AS, Dyson RG (2006) Data envelopment analysis and Malmquist indices for measuring group performance. J Prod Anal 26:35–49

    Article  Google Scholar 

  64. Casu B, Thanassoulis E (2006) Evaluating cost efficiency in central administrative services in UK universities. Omega 34(5):417–426

    Article  Google Scholar 

  65. Casu B, Shaw D, Thanassoulis E (2005) Using a group support system to aid input-output identification in DEA. J Oper Res Soc 56(12):1363–1372

    Article  Google Scholar 

  66. Caves DW, Christensen LR, Diewert WE (1982) The economic theory of index numbers and the measurement of input, output, and productivity. Econometrica 50(6):1393–1414

    Article  Google Scholar 

  67. Cazals C, Florens J-P, Simar L (2002) Nonparametric frontier estimation: a robust approach. J Econ 106(1):1–25

    Article  Google Scholar 

  68. Chakraborty K (2003) Measuring the productive efficiency and cost of public education. Southwest Econ Rev 30(1):23–33

    Google Scholar 

  69. Chakraborty K, Blackburn V (2013) Efficiency and equity in funding for government schools in Australia. Aust Econ Pap 52(3/4):127–142

    Article  Google Scholar 

  70. Chakraborty K, Biswas B, Lewis WC (2000) Economies of scale in public education: an econometric analysis. Contemp Econ Policy 18(2):238–247

    Article  Google Scholar 

  71. Chakraborty K, Biswas B, Lewis WC (2001) Measurement of technical efficiency in public education: a stochastic and nonstochastic production function approach. South Econ J 67(4):889–905

    Google Scholar 

  72. Chalos P (1997) An examination of budgetary inefficiency in education using data envelopment analysis. Financ Account Manage 13(1):55–69

    Article  Google Scholar 

  73. Chalos P, Cherian J (1995) An application of data envelopment analysis to public sector performance measurement and accountability. J Account Public Policy 14:143–160

    Article  Google Scholar 

  74. Charnes A, Cooper WW, Rhodes E (1978) Measuring the efficiency of decision making units. Eur J Oper Res 2(4):429–444

    Article  Google Scholar 

  75. Charnes A, Cooper WW, Rhodes E (1979) Measuring the efficiency of decision making units: a short communication. Eur J Oper Res 3(4):339

    Article  Google Scholar 

  76. Cherchye L, De Witte K, Perelman S (2019) A unified productivity-performance approach applied to secondary schools. J Oper Res Soc 70(9):1522–1537

    Article  Google Scholar 

  77. Chizmar JF, McCarney BJ (1984) An evaluation of ‘trade-offs’ implementation using canonical estimation of joint educational production functions. J Econ Educ 15(1):11–20

    Google Scholar 

  78. Chizmar JF, Zak TA (1983) Modeling multiple outputs in educational production functions. Am Econ Rev 73(2):18–22

    Google Scholar 

  79. Chizmar JF, Zak TA (1984) Canonical estimation of joint educational production functions. Econ Educ Rev 3(1):37–43

    Article  Google Scholar 

  80. Clermont M, Dirksen A, Dyckhoff H (2015) Returns to scale of business administration research in Germany. Scientometrics 103(2):583–614

    Article  Google Scholar 

  81. Coelli TJ (2000) On the econometric estimation of the distance function representation of a production technology, Working paper 2000/042. Université catholique de Louvain, Center for Operations Research and Econometrics (CORE), Louvain

    Google Scholar 

  82. Coelli TJ, Perelman S (1999) A comparison of parametric and non-parametric distance functions: with application to European railways. Eur J Oper Res 117:326–339

    Article  Google Scholar 

  83. Coelli TJ, Perelman S (2000) Technical efficiency of European railways: a distance function approach. Appl Econ 32:1967–1976

    Article  Google Scholar 

  84. Coelli TJ, Rao DSP, O’Donnell CJ, Battese GE (2005) An introduction to efficiency and productivity analysis. Springer, New York

    Google Scholar 

  85. Cohn E, Rossmiller RA (1987) Research on effective schools: implications for less developed countries. Comp Educ Rev 31(3):377–399

    Article  Google Scholar 

  86. Cohn E, Rhine SLW, Santos MC (1989) Institutions of higher education as multi-product firms: economies of scale and scope. Rev Econ Stat 71(2):284–290

    Article  Google Scholar 

  87. Colbert A, Levary RR, Shaner MC (2000) Determining the relative efficiency of MBA programs using DEA. Eur J Oper Res 125(3):656–669

    Article  Google Scholar 

  88. Colegrave AD, Giles MJ (2008) School cost functions: a meta regression analysis. Econ Educ Rev 27(6):688–696

    Article  Google Scholar 

  89. Colombi R (2013) Closed skew normal stochastic frontier models for panel data. In: Studies in theoretical and applied statistics, selected papers of the Statistical Societies. Springer, Berlin, Heidelberg, pp 177–186

    Google Scholar 

  90. Colombi R, Kumbhakar SC, Martini G, Vittadini G (2014) Closed-skew normality in stochastic frontiers with individual effects and long/short-run efficiency. J Prod Anal 42(2):123–136

    Article  Google Scholar 

  91. Conroy SJ, Arguea NM (2008) An estimation of technical efficiency for Florida public elementary schools. Econ Educ Rev 27(6):655–663

    Article  Google Scholar 

  92. Cooper ST, Cohn E (1997) Estimation of a frontier production function for the South Carolina educational process. Econ Educ Rev 16(3):313–327

    Article  Google Scholar 

  93. Cordero JM, Santín D, Simancas R (2017) Assessing European primary school performance through a conditional nonparametric model. J Oper Res Soc 68(4):364–376

    Article  Google Scholar 

  94. Cordero JM, Polo C, Santín D, Simancas R (2018) Efficiency measurement and cross-country differences among schools: a robust conditional nonparametric analysis. Econ Model 74:45–60

    Article  Google Scholar 

  95. Costrell R, Hanushek E, Loeb S (2008) What do cost functions tell us about the cost of an adequate education? Peabody J Educ 83(2):198–223

    Article  Google Scholar 

  96. Daraio C, Simar L (2005) Introducing environmental variables in nonparametric frontier models: a probabilistic approach. J Prod Anal 24(1):93–121

    Article  Google Scholar 

  97. Daraio C, Simar L (2007) Conditional nonparametric frontier models for convex and nonconvex technologies: a unifying approach. J Prod Anal 28(1):13–32

    Article  Google Scholar 

  98. Daraio C, Simar L, Wilson PW (2018) Central limit theorems for conditional efficiency measures and tests of the ‘separability’ condition in non-parametric, two-stage models of production. Econ J 21(2):170–191

    Google Scholar 

  99. de Groot H, McMahon WW, Volkwein JF (1991) The cost structure of American research universities. Rev Econ Stat 73(3):424–431

    Article  Google Scholar 

  100. de la Torre EM, Gómez-Sancho J-M, Perez-Esparrells C (2017) Comparing university performance by legal status: a Malmquist-type index approach for the case of the Spanish higher education system. Tert Educ Manag 23(3):206

    Article  Google Scholar 

  101. De Witte K, Hudrlikova L (2013) What about excellence in teaching? A benevolent ranking of universities. Scientometrics 96(1):337–364

    Article  Google Scholar 

  102. De Witte K, López-Torres L (2017) Efficiency in education: a review of literature and a way forward. J Oper Res Soc 68(4):339–363

    Article  Google Scholar 

  103. De Witte K, Thanassoulis E, Simpson G, Battisti G, Charlesworth-May A (2010) Assessing pupil and school performance by non-parametric and parametric techniques. J Oper Res Soc 61(8):1224–1237

    Article  Google Scholar 

  104. De Witte K, Rogge N, Cherchye L, Van Puyenbroeck T (2013) Economies of scope in research and teaching: a non-parametric investigation. Omega 41(2):305–314

    Article  Google Scholar 

  105. Dehnokhalaji A, Korhonen PJ, Köksalan M, Nasrabadi N, Wallenius J (2010) Efficiency analysis to incorporate interval-scale data. Eur J Oper Res 207(2):1116

    Article  Google Scholar 

  106. Deller SC, Rudnicki E (1993) Production efficiency in elementary education: the case of Maine public schools. Econ Educ Rev 12(1):45–57

    Article  Google Scholar 

  107. Dougherty CRS (1990) Unit costs and economies of scale in vocational and technical education: evidence from the People's Republic of China. Econ Educ Rev 9(4):389–394

    Article  Google Scholar 

  108. Duh R-R, Chen K-T, Lin R-C, Kuo L-C (2014) Do internal controls improve operating efficiency of universities? Ann Oper Res 221(1):173–195

    Article  Google Scholar 

  109. Duncombe W, Miner J, Ruggiero J (1995) Potential cost savings from school district consolidation: a case study of New York. Econ Educ Rev 14(3):265–284

    Article  Google Scholar 

  110. Dundar H, Lewis DR (1995) Departmental productivity in American universities: economies of scale and scope. Econ Educ Rev 14(2):119–144

    Article  Google Scholar 

  111. Engert F (1996) The reporting of school district efficiency: the adequacy of ratio measures. Public Budg Financ Manag 8(2):247–271

    Google Scholar 

  112. Engle PL, Black MM, Behrman JR, de Mello MC, Gertler PJ, Kapiriri L, Martorell R, Young ME, G. International Child Development Steering (2007) Strategies to avoid the loss of developmental potential in more than 200 million children in the developing world. Lancet 369(9557):229–242

    Article  Google Scholar 

  113. Essid H, Ouellette P, Vigeant S (2014) Productivity, efficiency, and technical change of Tunisian schools: a bootstrapped Malmquist approach with quasi-fixed inputs. Omega 42(1):88–97

    Article  Google Scholar 

  114. Eurydice (2018) Adult education and training. From https://eacea.ec.europa.eu/national-policies/eurydice/content/adult-education-and-training-3_en. Accessed 13 Jan 2020

  115. Fandel G (2007) On the performance of universities in North Rhine-Westphalia, Germany: government’s redistribution of funds judged using DEA efficiency measures. Eur J Oper Res 176(1):521–533

    Article  Google Scholar 

  116. Fandel G, Gal T (2001) Redistribution of funds for teaching and research among universities: the case of North Rhine-Westphalia. Eur J Oper Res 130(1):111–120

    Article  Google Scholar 

  117. Färe R (1991) Measuring Farrell efficiency for a firm with intermediate inputs. Acad Econ Pap 19(2):329–340

    Google Scholar 

  118. Färe R, Grosskopf S, Weber WL (1989) Measuring school district performance. Public Financ Q 17(4):409–428

    Article  Google Scholar 

  119. Färe R, Grosskopf S, Norris M, Zhang Z (1994) Productivity growth, technical progress, and efficiency change in industrialized countries. Am Econ Rev 84(1):66–83

    Google Scholar 

  120. Farrell M (1957) The measurement of productive efficiency. J R Stat Soc Ser A 120(3):253–281

    Article  Google Scholar 

  121. Ferguson RF (1991) Paying for public education: new evidence on how and why money matters. Harv J Legis 28(2):465

    Google Scholar 

  122. Ferris JS, West EG (2004) Economies of scale, school violence and the optimal size of schools. Appl Econ 36(15):1677–1684

    Article  Google Scholar 

  123. Fetler M (1989) School dropout rates, academic performance, size, and poverty: correlates of educational reform. Educ Eval Policy Anal 11(4):109

    Article  Google Scholar 

  124. Fieger P, Villano R, Cooksey R (2016) Efficiency of Australian technical and further education providers. Int J Train Res 14(1):62–75

    Article  Google Scholar 

  125. Filippini M, Greene W (2016) Persistent and transient productive inefficiency: a maximum simulated likelihood approach. J Prod Anal 45(2):187–196

    Article  Google Scholar 

  126. Flegg T, Allen D, Field K, Thurlow TW (2004) Measuring the efficiency of British universities: a multi-period data envelopment analysis. Educ Econ 12(3):231–249

    Article  Google Scholar 

  127. Førsund FR (2017) Measuring effectiveness of production in the public sector. Omega 73:93–103

    Article  Google Scholar 

  128. Fowler WJ, Walberg HJ (1991) School size, characteristics, and outcomes. Educ Eval Policy Anal 13(2):189–202

    Article  Google Scholar 

  129. Fukuyama H, Weber WL (2002) Evaluating public school district performance via DEA gain functions. J Oper Res Soc 53(9):992–1003

    Article  Google Scholar 

  130. García-Aracil A (2013) Understanding productivity changes in public universities: evidence from Spain. Res Eval 22(5):351–368

    Article  Google Scholar 

  131. Getz M, Siegfried JJ, Zhang H (1991) Estimating economies of scale in higher education. Econ Lett 37(2):203–208

    Article  Google Scholar 

  132. Giménez VM, Martínez JL (2006) Cost efficiency in the university: a departmental evaluation model. Econ Educ Rev 25:543–553

    Article  Google Scholar 

  133. Giménez VM, Prior D, Thieme C (2007) Technical efficiency, managerial efficiency and objective-setting in the educational system: an international comparison. J Oper Res Soc 58(8):996–1007

    Article  Google Scholar 

  134. Glass JC, McKillop DG, Hyndman NS (1995a) The achievement of scale efficiency in UK universities: a multiple-input multiple-output analysis. Educ Econ 3(3):249–263

    Article  Google Scholar 

  135. Glass JC, McKillop DG, Hyndman NS (1995b) Efficiency in the provision of university teaching and research: an empirical analysis of UK universities. J Appl Econ 10(1):61–72

    Article  Google Scholar 

  136. Glass JC, McCallion G, McKillop DG, Rasaratnam S, Stringer KS (2006) Implications of variant efficiency measures for policy evaluation in UK higher education. Socio Econ Plan Sci 40:119–142

    Article  Google Scholar 

  137. Goldstein H (1987) Multilevel models in educational and social research. Charles Griffin, London

    Google Scholar 

  138. Goldstein H (1997) Methods in school effectiveness research. Sch Eff Sch Improv 8(4):369–395

    Article  Google Scholar 

  139. Gralka S (2018) Persistent inefficiency in the higher education sector: evidence from Germany. Educ Econ 26(4):373–392

    Article  Google Scholar 

  140. Greene W (2005) Reconsidering heterogeneity in panel data estimators of the stochastic frontier model. J Econ 126:269–303

    Article  Google Scholar 

  141. Gronberg TJ, Jansen DW, Taylor LL (2011) The adequacy of educational cost functions: evidence from Texas. Peabody J Educ 86(1):3–27

    Article  Google Scholar 

  142. Gronberg TJ, Jansen DW, Taylor LL (2012) The relative efficiency of charter schools: a cost frontier approach. Econ Educ Rev 31(2):302–317

    Article  Google Scholar 

  143. Gronberg TJ, Jansen DW, Karakaplan MU, Taylor LL (2015) School district consolidation: market concentration and the scale-efficiency tradeoff. South Econ J 82(2):580–597

    Article  Google Scholar 

  144. Grosskopf S, Moutray C (2001) Evaluating performance in Chicago public high schools in the wake of decentralization. Econ Educ Rev 20:1–14

    Article  Google Scholar 

  145. Grosskopf S, Hayes KJ, Hirschberg JG (1995) Fiscal stress and the production of public safety: a distance function approach. J Public Econ 57:277–296

    Article  Google Scholar 

  146. Grosskopf S, Hayes KJ, Taylor LL, Weber WL (1997) Budget-constrained frontier measures of fiscal quality and efficiency in schooling. Rev Econ Stat 79:116–124

    Article  Google Scholar 

  147. Grosskopf S, Hayes KJ, Taylor LL, Weber WL (1999) Anticipating the consequences of school reform: a new use of DEA. Manag Sci 45(4):608–620

    Article  Google Scholar 

  148. Grosskopf S, Hayes KJ, Taylor LL, Weber WL (2001) On the determinants of school district efficiency: competition and monitoring. J Urban Econ 49:453–478

    Article  Google Scholar 

  149. Grosskopf S, Hayes K, Taylor LL, Weber W (2015) Centralized or decentralized control of school resources? A network model. J Prod Anal 43(2):139–150

    Article  Google Scholar 

  150. Gstach D, Somers A, Warning S (2003) Output specific efficiencies: the case of UK private secondary schools, Department of Economics working paper series 84.: 16pp. Vienna University of Economics and Business, Vienna

    Google Scholar 

  151. Gyimah-Brempong K, Gyapong AO (1991) Characteristics of education production functions: an application of canonical regression analysis. Econ Educ Rev 10(1):7–17

    Article  Google Scholar 

  152. Gyimah-Brempong K, Gyapong AO (1992) Elasticities of factor substitution in the production of education. Econ Educ Rev 11(3):205–217

    Article  Google Scholar 

  153. Haelermans C, De Witte K (2012) The role of innovations in secondary school performance – evidence from a conditional efficiency model. Eur J Oper Res 223(2):541–549

    Article  Google Scholar 

  154. Haelermans C, Ruggiero J (2013) Estimating technical and allocative efficiency in the public sector: a nonparametric analysis of Dutch schools. Eur J Oper Res 227(1):174–181

    Article  Google Scholar 

  155. Harman G (2000) Institutional mergers in Australian higher education since 1960. High Educ Q 54(4):343–366

    Article  Google Scholar 

  156. Harrison J, Rouse P (2002) Measuring the performance of Aukland secondary schools: a pilot study using data envelopment analysis. University of Aukland, Department of Accounting and Finance, New Zealand

    Google Scholar 

  157. Harrison J, Rouse P (2014) Competition and public high school performance. Socio Econ Plan Sci 48(1):10

    Article  Google Scholar 

  158. Hashimoto K, Cohn E (1997) Economies of scale and scope in Japanese private universities. Educ Econ 5(2):107–115

    Article  Google Scholar 

  159. Hemelt SW, Stange KM, Furquim F, Simon A, Sawyer JE (2018) Why is math cheaper than English? Understanding cost differences in higher education, NBER working paper no. 25314. National Bureau of Economic Research, Cambridge

    Book  Google Scholar 

  160. Hickrod GA, Liu C-C, Arnold R, Chaudhari R, Frank L, Franklin D, Polite MM, RPruyne GB, Ward JG (1989) The biggest bang for the buck: An initial report on technical efficiency in Illinois K-12 schools. Center for the Study of Educational Finance, Illinois State University, Normal

    Google Scholar 

  161. Hoff A (2007) Second stage DEA: comparison of approaches for modelling the DEA score. Eur J Oper Res 181(1):425–435

    Article  Google Scholar 

  162. Houck EA, Rolle RA, He J (2010) Examining school district efficiency in Georgia. J Educ Financ 35(4):331–357

    Article  Google Scholar 

  163. Huang CJ, Liu J-T (1994) Estimation of a non-neutral stochastic frontier production function. J Prod Anal 5(2):171–180

    Article  Google Scholar 

  164. Izadi H, Johnes G, Oskrochi R, Crouchley R (2002) Stochastic frontier estimation of a CES cost function: the case of higher education in Britain. Econ Educ Rev 21(1):63–71

    Article  Google Scholar 

  165. James E, King EM, Suryadi A (1996) Finance, management, and costs of public and private schools in Indonesia. Econ Educ Rev 15(4):387–398

    Article  Google Scholar 

  166. Jimenez E (1986) The structure of educational costs: multiproduct cost functions for primary and secondary schools in Latin America. Econ Educ Rev 5(1):25–39

    Article  Google Scholar 

  167. Jimenez E, Paqueo V (1996) Do local contributions affect the efficiency of public primary schools? Econ Educ Rev 15(4):377–386

    Article  Google Scholar 

  168. Johnes J (1990) Unit costs: some explanations of the differences between UK universities. Appl Econ 22(7):853–862

    Article  Google Scholar 

  169. Johnes G (1996) Multi-product cost functions and the funding of tuition in UK universities. Appl Econ Lett 3:557–561

    Article  Google Scholar 

  170. Johnes G (1997a) Costs and industrial structure in contemporary British higher education. Econ J 107:727–737

    Article  Google Scholar 

  171. Johnes J (1997b) Inter-university variations in undergraduate non-completion rates: a statistical analysis by subject of study. J Appl Stat 24(3):343–361

    Article  Google Scholar 

  172. Johnes J (2004) Efficiency measurement. In: Johnes G, Johnes J (eds) International handbook on the economics of education. Edward Elgar, Cheltenham, pp 613–742

    Google Scholar 

  173. Johnes J (2006a) Measuring efficiency: a comparison of multilevel modelling and data envelopment analysis in the context of higher education. Bull Econ Res 58(2):75–104

    Article  Google Scholar 

  174. Johnes J (2006b) Measuring teaching efficiency in higher education: an application of data envelopment analysis to economics graduates from UK universities 1993. Eur J Oper Res 174:443–456

    Article  Google Scholar 

  175. Johnes J (2008) Efficiency and productivity change in the English higher education sector from 1996/97 to 2004/05. Manch Sch 76(6):653–674

    Article  Google Scholar 

  176. Johnes G (2013) Efficiency in higher education institutions revisited: a network approach. Econ Bull 33(4):2698–2706

    Google Scholar 

  177. Johnes J (2014a) Efficiency and input substitutability in English higher education 1996/97 to 2008/09. INFORMS, San Francisco, USA, 9th – 12th November

    Google Scholar 

  178. Johnes J (2014b) Efficiency and mergers in English higher education 1996/97 to 2008/9: parametric and non-parametric estimation of the multi-input multi-output distance function. Manch Sch 82(4):465–487

    Article  Google Scholar 

  179. Johnes J (2015) Operational research in education. Eur J Oper Res 243(3):683–696

    Article  Google Scholar 

  180. Johnes G (2020a) Economic approaches to school efficiency. In: Bradley S, Green C (eds) The economics of education: a comprehensive overview. Elsevier, London, pp 479–489

    Chapter  Google Scholar 

  181. Johnes J (2020b) Scale and scope economies, higher education. In: Teixeira PN, Shin J-C, Amaral A, Bernasconi A, Magalhaes A, Kehm BM, Stensaker B, Choi E, Balbachevsky E, Hunter F, Goastellec G, Mohamedbhai G, de Wit H, Valimaa J, Rumbley L, Unangs L, Klemencic M, Langa P, Yang R, Nokkal T (eds) International encyclopedia of higher education systems and institutions. Springer, Dordrecht

    Google Scholar 

  182. Johnes G, Johnes J (1993) Measuring the research performance of UK economics departments: an application of data envelopment analysis. Oxf Econ Pap 45:332–347

    Article  Google Scholar 

  183. Johnes G, Johnes J (2009) Higher education institutions’ costs and efficiency: taking the decomposition a further step. Econ Educ Rev 28(1):107–113

    Article  Google Scholar 

  184. Johnes J, Johnes G (2013) Efficiency in the higher education sector: a technical exploration. Department for Business Innovation and Skills, London

    Google Scholar 

  185. Johnes G, Johnes J (2016) Costs, efficiency and economies of scale and scope in the English higher education sector. Oxf Rev Econ Policy 32(4):596–614

    Article  Google Scholar 

  186. Johnes G, Johnes J (2019) Panel data in educational research. In: Tsionas M (ed) Panel data econometrics: empirical applications. Elsevier, Amsterdam

    Google Scholar 

  187. Johnes G, Salas Velasco M (2007) The determinants of costs and efficiencies where producers are heterogeneous: the case of Spanish universities. Econ Bull 4(15):1–9

    Google Scholar 

  188. Johnes G, Schwarzenberger A (2011) Differences in cost structure and the evaluation of efficiency: the case of German universities. Educ Econ 19(5):487–499

    Article  Google Scholar 

  189. Johnes J, Taylor J (1989a) An evaluation of performance indicators based upon the first destination of university graduates. Stud High Educ 14(2):219–235

    Google Scholar 

  190. Johnes J, Taylor J (1989b) The first destination of new graduates: comparisons between universities. Appl Econ 21(3):357–373

    Article  Google Scholar 

  191. Johnes J, Taylor J (1989c) Undergraduate non-completion rates: difference between UK universities. High Educ 18(2):209–225

    Article  Google Scholar 

  192. Johnes J, Taylor J (1990a) Determinants of student wastage in higher education. Stud High Educ 15(1):87–99

    Article  Google Scholar 

  193. Johnes J, Taylor J (1990b) Performance indicators in higher education. Society for Research into Higher Education and Open University Press, Buckingham

    Google Scholar 

  194. Johnes J, Tsionas M (2014) University mergers in England: effects on efficiency. European Workshop on Efficiency and Productivity Analysis, 15–18 June Helsinki, Finland

    Google Scholar 

  195. Johnes G, Johnes J, Thanassoulis E, Lenton P, Emrouznejad A (2005) An exploratory analysis of the cost structure of higher education in England, Research report 641. Department for Education and Skills, London

    Google Scholar 

  196. Johnes G, Camanho AS, Portela MCAS (2008a) Assessing efficiency of Portuguese universities through parametric and non-parametric methods. Port J Manag Stud 13(1):39–66

    Google Scholar 

  197. Johnes G, Johnes J, Thanassoulis E (2008b) An analysis of costs in institutions of higher education in England. Stud High Educ 33(5):527–549

    Article  Google Scholar 

  198. Johnes J, Bradley S, Little A (2012) Efficiency in the further education sector in England. Open J Stat 2(1):131

    Article  Google Scholar 

  199. Johnson AL, Ruggiero J (2014) Nonparametric measurement of productivity and efficiency in education. Ann Oper Res 221:197–210

    Article  Google Scholar 

  200. Jondrow J, Lovell CAK, Materov IS, Schmidt P (1982) On the estimation of technical inefficiency in the stochastic frontier production function model. J Econ 19(2–3):233–238

    Article  Google Scholar 

  201. Kang B-G, Greene KV (2002) The effects of monitoring and competition on public education and outputs: a stochastic frontier approach. Public Financ Rev 30(1):3–26

    Article  Google Scholar 

  202. Kantabutra S, Tang JCS (2006) Urban-rural and size effects on school efficiency: the case of Northern Thailand. Leadersh Policy Sch 5(4):355–377

    Article  Google Scholar 

  203. Kao C (2014) Network data envelopment analysis: a review. Eur J Oper Res 239(1):1–16

    Article  Google Scholar 

  204. Kao C, Hung H-T (2003) Ranking university libraries with a posteriori weights. Libri 53:282–289

    Article  Google Scholar 

  205. Kao C, Hung H-T (2008) Efficiency analysis of university departments: an empirical study. Omega 36(4):653–664

    Article  Google Scholar 

  206. Kao C, Hwang S-N (2008) Efficiency decomposition in two-stage data envelopment analysis: an application to non-life insurance companies in Taiwan. Eur J Oper Res Soc 185(1):418–429

    Article  Google Scholar 

  207. Kao C, Liu S-T (2000) Data envelopment analysis with missing data: an application to university libraries in Taiwan. J Oper Res Soc 51(8):897–905

    Article  Google Scholar 

  208. Kempkes G, Pohl C (2010) The efficiency of German universities – some evidence from nonparametric and parametric methods. Appl Econ 42(16):2063–2079

    Article  Google Scholar 

  209. Kenny LW (1982) Economies of scale in schooling. Econ Educ Rev 2(1):1–24

    Article  Google Scholar 

  210. Kirjavainen T (2007) Efficiency of Finnish upper secondary schools: an application of stochastic frontier analysis with panel data, VATT discussion paper 428. Government Institute for Economic Research, Helsinki

    Google Scholar 

  211. Kirjavainen T, Loikkanen HA (1998) Efficiency differences of Finnish senior secondary schools: an application of DEA and Tobit analysis. Econ Educ Rev 17(4):377–394

    Article  Google Scholar 

  212. Kong W-H, Fu T-T (2012) Assessing the performance of business colleges in Taiwan using data envelopment analysis and student based value-added performance indicators. Omega 40(5):541–549

    Article  Google Scholar 

  213. Koshal RK, Koshal M (1999) Economies of scale and scope in higher education: a case of comprehensive universities. Econ Educ Rev 18:269–277

    Article  Google Scholar 

  214. Koshal RK, Koshal M (2000) Do liberal arts colleges exhibit economies of scale and scope? Educ Econ 8(3):209–220

    Article  Google Scholar 

  215. Koshal RK, Koshal M (2001) Multi-product total cost function for higher education: a case of bible colleges. Econ Educ Rev 20:297–303

    Article  Google Scholar 

  216. Kounetas K, Anastasiou A, Mitropoulos P, Mitropoulos I (2011) Departmental efficiency differences within a Greek university: an applications of DEA and Tobit analysis. Int Trans Oper Res 18(5):545–559

    Article  Google Scholar 

  217. Kuah CT, Wong KY (2011) Efficiency assessment of universities through data envelopment analysis. Proc Comput Sci 3:499–506

    Article  Google Scholar 

  218. Kumar RC (1983) Economies of scale in school operation: evidence from Canada. Appl Econ 15(3):323–340

    Article  Google Scholar 

  219. Kumbhakar SC, Ghosh S, McGuckin JT (1991) A generalized production frontier approach for estimating determinants of inefficiency in U.S. dairy farms. J Bus Econ Stat 9(3):279–286

    Google Scholar 

  220. Kumbhakar SC, Lien G, Hardaker JB (2014) Technical efficiency in competing panel data models: a study of Norwegian grain farming. J Prod Anal 41(2):321–337

    Article  Google Scholar 

  221. Lazarsfeld PF, Henry NW (1968) Latent structure analysis. Houghton Mifflin, New York

    Google Scholar 

  222. Lee B, Johnes J (2019) A network DEA of higher education teaching: new evidence from the UK teaching excellence framework. European Workshop on Efficiency and Productivity Analysis London

    Google Scholar 

  223. Lee VE, Smith JB (1997) High school size: which works best and for whom? Educ Eval Policy Anal 19(3):205–227

    Article  Google Scholar 

  224. Lewis WC, Chakraborty K (1996) Scale economies in public education. J Reg Anal Policy 26(1):23–35

    Google Scholar 

  225. Lloyd PJ, Morgan MH, Williams RA (1993) Amalgamations of universities: are there economies of scale or scope. Appl Econ 25:1081–1092

    Article  Google Scholar 

  226. Longlong H, Fengliang L, Weifang M (2009) Multi-product total cost functions for higher education: the case of Chinese research universities. Econ Educ Rev 28(4):505–511

    Article  Google Scholar 

  227. Lovell CAK, Walters LC, Wood LL (1994) Stratified models of education production using modified data envelopment analysis and regression analysis. In: Charnes A, Cooper WW, Lewin AY, Seiford LM (eds) Data envelopment analysis: theory, methodology and applications. Kluwer Academic, Dordrecht

    Google Scholar 

  228. Malmquist S (1953) Index numbers and indifference surfaces. Trab Estad 4:209–242

    Google Scholar 

  229. Mancebon M-J, Bandrés E (1999) Efficiency evaluation in secondary schools: the key role of model specification and of ex post analysis of results. Educ Econ 7(2):131–152

    Article  Google Scholar 

  230. Mancebón M-J, Mar Molinero C (2000) Performance in primary schools. J Oper Res Soc 51(7):843–854

    Article  Google Scholar 

  231. Mancebón M-J, Muñiz M (2008) Private versus public high schools in Spain: disentangling managerial and programme efficiencies. J Oper Res Soc 59(7):892–901

    Article  Google Scholar 

  232. Mancebón M-J, Calero J, Choi Á, Ximénez-de-Embún DP (2012) The efficiency of public and publicly subsidized high schools in Spain: evidence from PISA-2006. J Oper Res Soc 63:1516–1533

    Article  Google Scholar 

  233. Mante B (2001) Measuring the performance of state secondary schools in Victoria: an application of data envelopment analysis. Educ Res Perspect 28(1):105–133

    Google Scholar 

  234. Mante B, O'Brien G (2002) Efficiency measurement of Australian public sector organisations: the case of state secondary schools in Victoria. J Educ Adm 40(3):274–298

    Article  Google Scholar 

  235. Margaritis D, Smart W (2011) Productivity changes in Australasian universities 1997–2005: a Malmquist analysis. 52nd Annual Conference of the New Zealand Association of Economics, Wellington, New Zealand, 29th June to 1st July

    Google Scholar 

  236. Mayston DJ (2014) Effectiveness analysis of quality achievements for university Departments of Economics. Appl Econ 46(31):3788–3797

    Article  Google Scholar 

  237. McCarty TA, Yaisawarng S (1993) Technical efficiency in New Jersey school districts. In: Fried HO, Lovell CAK, Schmidt SS (eds) The measurement of productive efficiency. Open University Press, Oxford

    Google Scholar 

  238. McDonald J (2009) Using least squares and tobit in second stage DEA efficiency analyses. Eur J Oper Res 197(2):792–798

    Article  Google Scholar 

  239. McEwan PJ, Carnoy M (2000) The effectiveness and efficiency of private schools in Chile’s voucher system. Educ Eval Policy Anal 22(3):213–239

    Article  Google Scholar 

  240. McMillan ML, Chan WH (2006) University efficiency: a comparison and consolidation of results from stochastic and non-stochastic methods. Educ Econ 14(1):1–30

    Article  Google Scholar 

  241. McMillan ML, Datta D (1998) The relative efficiencies of Canadian universities: a DEA perspective. Can Public Policy 24(4):485–511

    Article  Google Scholar 

  242. Mikušová P (2015) An application of DEA methodology in efficiency measurement of the Czech public universities. Proc Econ Financ 25:569–578

    Article  Google Scholar 

  243. Misra K, Grimes PW, Rogers KE (2012) Does competition improve public school efficiency? a spatial analysis. Econ Educ Rev 31:1177–1190

    Article  Google Scholar 

  244. Mizala A, Romaguera P, Farren D (2002) The technical efficiency of schools in Chile. Appl Econ 34(12):1533–1552

    Article  Google Scholar 

  245. Moreno AA, Tadepalli R (2002) Assessing academic department efficiency at a public university. Manag Decis Econ 23(7):385–397

    Article  Google Scholar 

  246. Muñiz M (2002) Separating managerial inefficiency and external conditions in data envelopment analysis. Eur J Oper Res 143:625–643

    Article  Google Scholar 

  247. Naper LR (2010) Teacher hiring practices and educational efficiency. Econ Educ Rev 29(4):658–668

    Article  Google Scholar 

  248. Nazarko J, Šaparauskas J (2014) Application of DEA method in efficiency evaluation of public higher education institutions. Technol Econ Dev Econ 20(1):25–44

    Article  Google Scholar 

  249. Nemoto J, Furumatsu N (2014) Scale and scope economies of Japanese private universities revisited with an input distance function approach. J Prod Anal 41(2):213–226

    Article  Google Scholar 

  250. Ng YC, Li S-k (2009) Efficiency and productivity growth in Chinese universities during the post-reform period. China Econ Rev 20(2):183–192

    Article  Google Scholar 

  251. Noulas AG, Ketkar KW (1998) Efficient utilization of resources in public schools: a case of New Jersey. Appl Econ 30:1299–1306

    Article  Google Scholar 

  252. Oliveira MA, Santos C (2005) Assessing school efficiency in Portugal using FDH and bootstrapping. Appl Econ 37:957–968

    Article  Google Scholar 

  253. Orea L, Kumbhakar SC (2004) Efficiency measurement using a latent class stochastic frontier model. Empir Econ 29(1):169–183

    Article  Google Scholar 

  254. Osburn DD (1970) Economies of size associated with public high schools. Rev Econ Stat 52(1):113–115

    Article  Google Scholar 

  255. Ouellette P, Vierstraete V (2010) Malmquist indexes with quasi-fixed inputs: an application to school districts in Québec. Ann Oper Res 173(1):57–76

    Article  Google Scholar 

  256. Papadimitriou M, Johnes J (2016) Persistent and transient cost inefficiency in the English higher education sector: a generalised true random effects model. 4th Workshop on Efficiency in Education, Politecnico di Milano, Milan, Italy, October

    Google Scholar 

  257. Papadimitriou M, Johnes J (2018) Does merging improve efficiency? A study of English universities. Stud High Educ 44:1–21

    Google Scholar 

  258. Paul CJM, Nehring R (2005) Product diversification, production systems, and economic performance in US agricultural production. J Econ 126:525–548

    Article  Google Scholar 

  259. Paul CJM, Johnston WE, Frengley GAG (2002) Post-reform substitution and cost efficiency in the New Zealand agricultural sector. Int J Bus Econ 1(2):135–146

    Google Scholar 

  260. Podinovski VV, Ismail I, Bouzdine-Chameeva T, Zhang W (2014) Combining the assumptions of variable and constant returns to scale in the efficiency and evaluation of secondary schools. Eur J Oper Res 239(2):504–513

    Article  Google Scholar 

  261. Portela MCAS, Thanassoulis E (2001) Decomposing school and school-type efficiency. Eur J Oper Res 132(2):357–373

    Article  Google Scholar 

  262. Portela MCAS, Camanho AS, Borges D (2012) Performance assessment of secondary schools: the snapshot of a country taken by DEA. J Oper Res Soc 63(8):1098–1115

    Article  Google Scholar 

  263. Primont DF, Domazlicky B (2006) Student achievement and efficiency in Missouri schools and the No Child Left Behind Act. Econ Educ Rev 25:77–90

    Article  Google Scholar 

  264. Ramanathan R (2001) A data envelopment analysis of comparative performance in the Netherlands. Opsearch 38(2):160–182

    Article  Google Scholar 

  265. Rassouli-Currier S (2007) Assessing the efficiency of Oklahoma public schools: a data envelopment analysis. Southwest Econ Rev 34(1):131–144

    Google Scholar 

  266. Ray SC (1991) Resource-use efficiency in public schools: a study of Connecticut data. Manag Sci 37(12):1620–1628

    Article  Google Scholar 

  267. Ray SC, Jeon Y (2008) Reputation and efficiency: a non-parametric assessment of America’s top-rated MBA programs. Eur J Oper Res 189(1):245–268

    Article  Google Scholar 

  268. Ray SC, Mukherjee K (1998) Quantity, quality, and efficiency for a partially super-additive cost function: Connecticut public schools revisited. J Prod Anal 10(1):47–62

    Article  Google Scholar 

  269. Rayeni MM, Saljooghi FH (2010) Network data envelopment analysis model for estimating efficiency and productivity in universities. J Comput Sci 6(11):1235–1240

    Article  Google Scholar 

  270. Reifschneider D, Stevenson RE (1991) Systematic departures from the frontier: a framework for the analysis of firm inefficiency. Int Econ Rev 32(3):715–723

    Article  Google Scholar 

  271. Riew J (1966) Economies of scale in high school operation. Rev Econ Stat 48(3):280–287

    Article  Google Scholar 

  272. Riew J (1986) Scale economies, capacity utilization, and school costs: a comparative analysis of secondary and elementary schools. J Educ Financ 11(Spring):433–446

    Google Scholar 

  273. Robertson FW (2007) Economies of scale for large school districts: a national study with local implications. Soc Sci J 44(4):620–629

    Article  Google Scholar 

  274. Rolle A (2004) Out with the old – in with the new: thoughts on the future of educational productivity research. Peabody J Educ 79(3):31–56

    Article  Google Scholar 

  275. Ruggiero J (1999) Non-parametric analysis of educational costs. Eur J Oper Res 119:605–612

    Article  Google Scholar 

  276. Ruggiero J (2000) Nonparametric estimation of returns to scale in the public sector with an application to the provision of educational services. J Oper Res Soc 51:906–912

    Article  Google Scholar 

  277. Ruggiero J (2007) Measuring the cost of meeting minimum educational standards: an application of data envelopment analysis. Educ Econ 15(1):1–13

    Article  Google Scholar 

  278. Ruggiero J, Vitaliano DF (1999) Assessing the efficiency of public schools using data envelopment analysis and frontier regression. Contemp Econ Policy 17(3):321–331

    Article  Google Scholar 

  279. Ruggiero J, Duncombe W, Miner J (1995) On the measurement and causes of technical inefficiency in local public services: with an application to public education. J Public Adm Res Theory 5(4):403–428

    Google Scholar 

  280. Sav GT (2011) Panel data estimates of public higher education scale and scope economies. Atl Econ J 39(2):143–153

    Article  Google Scholar 

  281. Schiltz F, De Witte K (2017) Estimating scale economies and the optimal size of school districts: a flexible form approach. Br Educ Res J 43(6):1048–1067

    Article  Google Scholar 

  282. Schiltz F, De Witte K, Mazrekaj D (2019) Managerial efficiency and efficiency differentials in adult education: a conditional and bias-corrected efficiency analysis. Ann Oper Res 288:529

    Article  Google Scholar 

  283. Schmidt P (1985–1986) Frontier production functions. Econ Rev 4(2):289–328

    Article  Google Scholar 

  284. Selim S, Bursalioglu SA (2013) Analysis of the determinants of universities efficiency in Turkey: application of the data envelopment analysis and panel Tobit model. Procedia Soc Behav Sci 89:895–900

    Article  Google Scholar 

  285. Sengupta JK, Sfeir RE (1986) Production frontier estimates of scale in public schools in California. Econ Educ Rev 5(3):297–307

    Article  Google Scholar 

  286. Sexton TR, Comunale CL, Gara SC (2012) Efficiency-based funding for public four-year colleges and universities. Educ Financ Policy 7(3):331–359

    Article  Google Scholar 

  287. Shephard RW (1970) Theory of cost and production frontiers. Princeton University Press, Princeton

    Google Scholar 

  288. Simar L, Wilson PW (2007) Estimation and inference in two-stage, semi-parametric models of production processes. J Econ 136(1):31–64

    Article  Google Scholar 

  289. Simar L, Wilson PW (2011) Two-stage DEA: caveat emptor. J Prod Anal 36(2):205–218

    Article  Google Scholar 

  290. Simon J, Simon C, Arias A (2011) Changes in productivity of Spanish university libraries. Omega 39(5):578–588

    Article  Google Scholar 

  291. Sinuany-Stern Z, Mehrez A, Barboy A (1994) Academic departments efficiency via DEA. Comput Oper Res 21(5):543–556

    Article  Google Scholar 

  292. Sîrbu A, Cimpoieş D, Racul A (2016) Use of data envelopment analysis to measure the performance efficiency of academic departments. Agric Agric Sci Procedia 10:578–585

    Google Scholar 

  293. Skodvin O-J (1999) Mergers in higher education – success or failure? Tert Educ Manag 5(1):65–80

    Article  Google Scholar 

  294. Smet M (2001) Determining the optimal size of study fields in Flemish secondary education. Econ Educ Rev 20(5):443–457

    Article  Google Scholar 

  295. Smet M, Nonneman W (1998) Economies of scale and scope in Flemish secondary schools. Appl Econ 30(9):1251–1258

    Article  Google Scholar 

  296. Smith PC, Street A (2006) Analysis of secondary school efficiency: final report. Department for Education and Skills, Nottingham

    Google Scholar 

  297. Stevens PA (2005) A stochastic frontier analysis of English and Welsh universities. Educ Econ 13(4):355–374

    Article  Google Scholar 

  298. Summers AA, Wolfe BL (1977) Do schools make a difference? Am Econ Rev 67(4):639–652

    Google Scholar 

  299. Thanassoulis E (1999) Setting achievement targets for school children. Educ Econ 7(2):101–119

    Article  Google Scholar 

  300. Thanassoulis E, Portela MCAS (2002) School outcomes: sharing the responsibility between pupil and school. Educ Econ 10(2):183

    Article  Google Scholar 

  301. Thanassoulis E, Kortelainen M, Johnes G, Johnes J (2011) Costs and efficiency of higher education institutions in England: a DEA analysis. J Oper Res Soc 62(7):1282–1297

    Article  Google Scholar 

  302. Thanassoulis E, De Witte K, Johnes J, Johnes G, Karagiannis G, Portela MC (2016) Applications of data envelopment analysis in education. In: Zhu J (ed) Data envelopment analysis: a handbook of empirical studies and applications. Springer-Verlag, New York, pp 367–438

    Chapter  Google Scholar 

  303. Thieme C, Prior D, Tortosa-Ausina E (2013) A multilevel decomposition of school performance using robust nonparametric frontier techniques. Econ Educ Rev 32:104–121

    Article  Google Scholar 

  304. Tone K, Tsutsui M (2009) Network DEA: a slacks-based measure approach. Eur J Oper Res Soc 197:243–252

    Article  Google Scholar 

  305. Tsionas EG (2002) Stochastic frontier models with random coefficients. J Appl Econ 17:127–147

    Article  Google Scholar 

  306. Tsionas EG, Kumbhakar SC (2014) Firm heterogeneity, persistent and transient technical inefficiency: a generalized true random-effects model. J Appl Econ 29(1):110–132

    Article  Google Scholar 

  307. Tyagi P, Yadav SP, Singh SP (2009) Relative performance of academic departments using DEA with sensitivity analysis. Eval Program Plann 32(2):168–177

    Article  Google Scholar 

  308. Uri ND (2003) The adoption of incentive regulation and its effect on technical efficiency in telecommunications in the United States. Int J Prod Econ 86:21–34

    Article  Google Scholar 

  309. Verry DW, Davies B (1976) University costs and outputs. Elsevier, Amsterdam

    Google Scholar 

  310. Verry DW, Layard PRG (1975) Cost functions for university teaching and research. Econ J 85:55–74

    Article  Google Scholar 

  311. Vittadini G, Colombi R, Martini G (2011) A stochastic frontier model with short-run and long-run inefficiency random effects. Universita Di Bergamo, Bergamo

    Google Scholar 

  312. Waldo S (2007) Efficiency in Swedish public education: competition and voter monitoring. Educ Econ 15(2):231–251

    Article  Google Scholar 

  313. Warning S (2004) Performance differences in German higher education: empirical analysis of strategic groups. Rev Ind Organ 24(4):393–408

    Article  Google Scholar 

  314. Wolszczak-Derlacz J (2017) An evaluation and explanation of (in)efficiency in higher education institutions in Europe and the U.S. with the application of two-stage semi-parametric DEA. Res Policy 46(9):1595–1605

    Article  Google Scholar 

  315. Wolszczak-Derlacz J, Parteka A (2011) Efficiency of European public higher education institutions: a two-stage multi-country approach. Scientometrics 89(3):887–917

    Article  Google Scholar 

  316. Woodhouse G, Goldstein H (1988) Educational performance indicators and LEA league tables. Oxf Rev Educ 14(3):301–320

    Article  Google Scholar 

  317. Worthington AC (2001) An empirical survey of frontier efficiency measurement techniques in education. Educ Econ 9(3):245–268

    Article  Google Scholar 

  318. Worthington AC, Higgs H (2008) An empirical note on factor price elasticities and substitution in Australian higher education. SSRN. http://ssrn.com/abstract=1313527 or https://doi.org/10.2139/ssrn.1313527

  319. Worthington AC, Higgs H (2011) Economies of scale and scope in Australian higher education. High Educ 61(4):387–414

    Article  Google Scholar 

  320. Worthington AC, Lee BL (2008) Efficiency, technology and productivity change in Australian universities 1998–2003. Econ Educ Rev 27(3):285–298

    Article  Google Scholar 

  321. Wu J, Zhang G, Zhu Q, Zhou Z (2020) An efficiency analysis of higher education institutions in China from a regional perspective considering the external environmental impact. Scientometrics 122(1):57–70

    Article  Google Scholar 

  322. Yang G-L, Fukuyama H, Song Y-Y (2018) Measuring the inefficiency of Chinese research universities based on a two-stage network DEA model. J Informetrics 12(1):10–30

    Article  Google Scholar 

  323. Zhang L-C, Worthington AC (2017) Scale and scope economies of distance education in Australian universities. Stud High Educ 42(9):1785–1799

    Article  Google Scholar 

  324. Zhang L-C, Worthington AC (2018) Explaining estimated economies of scale and scope in higher education: a meta-regression analysis. Res High Educ 59(2):156–173

    Article  Google Scholar 

  325. Zhang L-C, Worthington AC, Hu M (2017) Cost economies in the provision of higher education for international students: Australian evidence. High Educ 74(4):717–734

    Article  Google Scholar 

  326. Zimmer R, Buddin R (2009) Is charter school competition in California improving the performance of traditional public schools? Public Adm Rev 69(5):831–845

    Article  Google Scholar 

  327. Zimmer T, DeBoer L, Hirth M (2009) Examining economies of scale in school consolidation: assessment of Indiana school districts. J Educ Financ 35(2):103–127

    Article  Google Scholar 

  328. Zoghbi AC, Rocha F, Mattos E (2013) Education production efficiency: evidence from Brazilian universities. Econ Model 31:94–103

    Article  Google Scholar 

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Johnes, J. (2021). Applications of Production Economics in Education. In: Ray, S.C., Chambers, R., Kumbhakar, S. (eds) Handbook of Production Economics. Springer, Singapore. https://doi.org/10.1007/978-981-10-3450-3_30-1

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