Applying efficiency measurement techniques to the measurement of productivity change

Deterministic frontier analysis (DFA), stochastic frontier analysis (SFA), and data envelopment analysis (DEA) are alternative analytical techniques designed to measure the efficiency of producers. All three techniques were originally developed within a cross-sectional context, in which the objective is to compare the efficiencies of producers. More recently all three techniques have been extended for use in a panel data context. In the latter context it is possible to measure productivity change, and to decompose measured productivity change into its sources, one of which is efficiency change. However when efficiency measurement techniques, particularly SFA, have been applied to panel data, it has infrequently been made clear what the objective of the analysis is: the measurement of efficiency, which may vary through time as well as across producers, or the measurement and decomposition of productivity change. In this paper I explore the use of each technique in a panel data context. I find DFA and DEA to have achieved a more satisfactory reorientation toward productivity measurement than SFA has.

[1]  W. Meeusen,et al.  Efficiency Estimation from Cobb-Douglas Production Functions with Composed Error , 1977 .

[2]  Subal C. Kumbhakar,et al.  Modeling allocative inefficiency in a translog cost function and cost share equations: An exact relationship , 1997 .

[3]  A. Heshmati,et al.  Farm heterogeneity and technical efficiency: Some results from Swedish dairy farms , 1994 .

[4]  Hans Bjurek,et al.  Essays on efficiency and productivity change with applications to public service production , 1994 .

[5]  A. Heshmati,et al.  Temporal patterns of technical efficiency: Results from competing models , 1997 .

[6]  Paul W. Wilson,et al.  Decomposing hospital productivity changes, 1985–1988: A nonparametric Malmquist approach , 1995 .

[7]  P. Schmidt,et al.  Production Frontiers and Panel Data , 1984 .

[8]  Abraham Charnes,et al.  Measuring the efficiency of decision making units , 1978 .

[9]  A. Heshmati,et al.  Efficiency of the Swedish pork industry: A farm level study using rotating panel data 1976–1988 , 1995 .

[10]  D. Primont,et al.  The opportunity cost of duality , 1996 .

[11]  S. Kumbhakar Production frontiers, panel data, and time-varying technical inefficiency , 1990 .

[12]  P. Schmidt,et al.  Production frontiers with cross-sectional and time-series variation in efficiency levels , 1990 .

[13]  R. Färe,et al.  Biased Technical Change and the Malmquist Productivity Index , 1995 .

[14]  Robin C. Sickles,et al.  Airline efficiency differences between Europe and the US: Implications for the pace of EC integration and domestic regulation , 1995 .

[15]  Lennart Hjalmarsson,et al.  Analyses of industrial structure : a putty-clay approach , 1987 .

[16]  F. Førsund,et al.  Frontier Production Functions and Technical Progress: A Study of General Milk Processing in Swedish Dairy Plants , 1979 .

[17]  P. W. Wilson,et al.  Comparing mean efficiency and productivity scores from small samples: A bootstrap methodology , 1995 .

[18]  Abraham Charnes,et al.  A developmental study of data envelopment analysis in measuring the efficiency of maintenance units in the U.S. air forces , 1984, Ann. Oper. Res..

[19]  F. Førsund,et al.  Generalised Farrell Measures of Efficiency: An Application to Milk Processing in Swedish Dairy Plants , 1979 .

[20]  Paul W. Bauer,et al.  Decomposing TFP growth in the presence of cost inefficiency, nonconstant returns to scale, and technological progress , 1990 .

[21]  Rolf Färe,et al.  Chapter 10 Profitability and productivity changes: An application to Swedish pharmacies , 1996, Ann. Oper. Res..

[22]  M. Farrell The Measurement of Productive Efficiency , 1957 .

[23]  Lung-fei Lee,et al.  The measurement and sources of technical inefficiency in the Indonesian weaving industry , 1981 .

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

[25]  G. Battese,et al.  Frontier production functions, technical efficiency and panel data: With application to paddy farmers in India , 1992 .

[26]  R. Färe,et al.  Productivity Developments in Swedish Hospitals: A Malmquist Output Index Approach , 1994 .

[27]  S. Malmquist Index numbers and indifference surfaces , 1953 .