Skip to main content

2013 | OriginalPaper | Buchkapitel

3. Introduction to Data Envelopment Analysis

verfasst von : Jorge Santos, Elsa Rosário Negas, Luís Cavique Santos

Erschienen in: Efficiency Measures in the Agricultural Sector

Verlag: Springer Netherlands

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

This chapter introduces the basics of data envelopment analysis techniques, with a short historical introduction and examples of the constant returns to scale model (CRS) and the variable returns to scale (VRS) model. The ratio models are linearized and for both orientations primal and dual models are presented.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Andersen P, Petersen NC (1993) A procedure for ranking efficient units in data envelopment analysis. Manag Sci 39(10):1261–1264CrossRef Andersen P, Petersen NC (1993) A procedure for ranking efficient units in data envelopment analysis. Manag Sci 39(10):1261–1264CrossRef
Zurück zum Zitat Banker RD, Charnes A, Cooper WW (1984) Some models for estimating technical and scale inefficiencies in data envelopment analysis. Manag Sci 30(9):1078–1092CrossRef Banker RD, Charnes A, Cooper WW (1984) Some models for estimating technical and scale inefficiencies in data envelopment analysis. Manag Sci 30(9):1078–1092CrossRef
Zurück zum Zitat Bougnol M-L, Dulá JH, Retzlaff-Roberts D, Womer NK (2005) Nonparametric frontier analysis with multiple constituencies. J Oper Res Soc 56(3):252–266CrossRef Bougnol M-L, Dulá JH, Retzlaff-Roberts D, Womer NK (2005) Nonparametric frontier analysis with multiple constituencies. J Oper Res Soc 56(3):252–266CrossRef
Zurück zum Zitat Chang K-P, Guh Y-Y (1991) Linear production functions and the data envelopment analysis. Eur J Oper Res 52(2):215–223CrossRef Chang K-P, Guh Y-Y (1991) Linear production functions and the data envelopment analysis. Eur J Oper Res 52(2):215–223CrossRef
Zurück zum Zitat Charnes A, Cooper WW (1962) Programming with linear fractional functionals. Nav Res Logist Q 9:181–185CrossRef Charnes A, Cooper WW (1962) Programming with linear fractional functionals. Nav Res Logist Q 9:181–185CrossRef
Zurück zum Zitat Charnes A, Cooper WW, Rhodes E (1978) Measuring the efficiency of decision making units. Eur J Oper Res 2(6):429–444CrossRef Charnes A, Cooper WW, Rhodes E (1978) Measuring the efficiency of decision making units. Eur J Oper Res 2(6):429–444CrossRef
Zurück zum Zitat Charnes A, Cooper WW, Rhodes E (1979) Short communication: measuring the efficiency of decision making units. Eur J Oper Res 3(4):339CrossRef Charnes A, Cooper WW, Rhodes E (1979) Short communication: measuring the efficiency of decision making units. Eur J Oper Res 3(4):339CrossRef
Zurück zum Zitat Chen X, Chen X, Zhou H, Zhou H (2010) Coal enterprises safety investment efficiency analysis based on data envelopment. WKDD ’10 Proceedings of the 2010 third international conference on knowledge discovery and data mining. IEEE Computer Society, Washington, DC, USA, pp 175–178, ©2010, ISBN: 978-0-7695-3923-2, doi: 10.1109/WKDD.2010.73 Chen X, Chen X, Zhou H, Zhou H (2010) Coal enterprises safety investment efficiency analysis based on data envelopment. WKDD ’10 Proceedings of the 2010 third international conference on knowledge discovery and data mining. IEEE Computer Society, Washington, DC, USA, pp 175–178, ©2010, ISBN: 978-0-7695-3923-2, doi: 10.1109/WKDD.2010.73
Zurück zum Zitat Chiu Y-h, Huang C-w, Ma C-M (2011) Assessment of China transit and economic efficiencies in a modified value-chains DEA model. Eur J Oper Res 209(2):95–103CrossRef Chiu Y-h, Huang C-w, Ma C-M (2011) Assessment of China transit and economic efficiencies in a modified value-chains DEA model. Eur J Oper Res 209(2):95–103CrossRef
Zurück zum Zitat Debreu G (1951) The coefficient of resource utilization. Econometrica 19:273–292CrossRef Debreu G (1951) The coefficient of resource utilization. Econometrica 19:273–292CrossRef
Zurück zum Zitat Emrouznejad A, Anouze AL (2010) Data envelopment analysis with classification and regression tree-a case of banking efficiency. Expert Syst 27(4):231–246CrossRef Emrouznejad A, Anouze AL (2010) Data envelopment analysis with classification and regression tree-a case of banking efficiency. Expert Syst 27(4):231–246CrossRef
Zurück zum Zitat Farrell MJ (1957) The measurement of productive efficiency. J R Stat Soc A 120:253–281CrossRef Farrell MJ (1957) The measurement of productive efficiency. J R Stat Soc A 120:253–281CrossRef
Zurück zum Zitat Koopmans T (1951) Analysis of production as an efficient combination of activities. In: Koopmans TC (ed) Activity analysis of production and allocation. Wiley, New York Koopmans T (1951) Analysis of production as an efficient combination of activities. In: Koopmans TC (ed) Activity analysis of production and allocation. Wiley, New York
Zurück zum Zitat Pestana Barros C, Dieke PUC (2007) Performance evaluation of Italian airports: a data envelopment analysis. J Air Transp Manag 13(4):184–191CrossRef Pestana Barros C, Dieke PUC (2007) Performance evaluation of Italian airports: a data envelopment analysis. J Air Transp Manag 13(4):184–191CrossRef
Zurück zum Zitat Rhodes E (1978) Data envelopment analysis and related approaches for measuring the efficiency of decision-making units with an application to program follow through in U.S. education. Unpublished doctoral thesis, School of Urban and Public Affairs, Carnegie – Mellon University Rhodes E (1978) Data envelopment analysis and related approaches for measuring the efficiency of decision-making units with an application to program follow through in U.S. education. Unpublished doctoral thesis, School of Urban and Public Affairs, Carnegie – Mellon University
Zurück zum Zitat Schneider M (2005) Judicial career incentives and court performance: an empirical study of the German labour courts of appeal. Eur J Law Econ 20(2):127–144CrossRef Schneider M (2005) Judicial career incentives and court performance: an empirical study of the German labour courts of appeal. Eur J Law Econ 20(2):127–144CrossRef
Zurück zum Zitat Seiford LM, Zhu J (2002) Value judgment versus allocative efficiency: a case of Tennessee county jails. J Manag Sci Reg Dev 4(July):89–98 Seiford LM, Zhu J (2002) Value judgment versus allocative efficiency: a case of Tennessee county jails. J Manag Sci Reg Dev 4(July):89–98
Zurück zum Zitat Thanassoulis E (1993) Comparison of regression analysis and data envelopment analysis as alternative methods for performance assessments. J Oper Res Soc 44(11):1129–1144 Thanassoulis E (1993) Comparison of regression analysis and data envelopment analysis as alternative methods for performance assessments. J Oper Res Soc 44(11):1129–1144
Zurück zum Zitat Thanassoulis E, Dunstan P (1994) Guiding schools to improved performance using data envelopment analysis: an illustration with data from a local education authority. J Oper Res Soc 45(11):1247–1262 Thanassoulis E, Dunstan P (1994) Guiding schools to improved performance using data envelopment analysis: an illustration with data from a local education authority. J Oper Res Soc 45(11):1247–1262
Zurück zum Zitat Wilson Asa B, Kerr Bernard J, Bastian Nathaniel D, Fulton Lawrence V (2012) Financial performance monitoring of the technical efficiency of critical access hospitals: a data envelopment analysis and logistic regression modeling approach. (Report). J Healthc Manag 57(3):200–212; discussion 212–3 Wilson Asa B, Kerr Bernard J, Bastian Nathaniel D, Fulton Lawrence V (2012) Financial performance monitoring of the technical efficiency of critical access hospitals: a data envelopment analysis and logistic regression modeling approach. (Report). J Healthc Manag 57(3):200–212; discussion 212–3
Metadaten
Titel
Introduction to Data Envelopment Analysis
verfasst von
Jorge Santos
Elsa Rosário Negas
Luís Cavique Santos
Copyright-Jahr
2013
Verlag
Springer Netherlands
DOI
https://doi.org/10.1007/978-94-007-5739-4_3