Research output: Contribution to Journal/Magazine › Journal article › peer-review
Research output: Contribution to Journal/Magazine › Journal article › peer-review
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TY - JOUR
T1 - Scale and efficiency measurement using a semiparametric stochastic frontier model
T2 - evidence from the U.S. commercial banks
AU - Kumbhakar, Subal C.
AU - Tsionas, Michael
PY - 2008/6/1
Y1 - 2008/6/1
N2 - In this paper, we use the local maximum likelihood (LML) method proposed by Kumbhakar et al. (J Econom, 2007) to estimate stochastic cost frontier models for a sample of 3,691 U.S. commercial banks. This method relaxes several deficiencies in the econometric estimation of frontier functions. In particular, we relax the assumption that all banks share the same production technology and provide bank-specific measures of returns to scale and cost inefficiency. The LML method is applied to estimate the cost frontiers in which a truncated normal distribution is used to model technical inefficiency. This formulation allows the cost frontier, inefficiency effects and heteroskedasticity in both noise and inefficiency components to be quite flexible.
AB - In this paper, we use the local maximum likelihood (LML) method proposed by Kumbhakar et al. (J Econom, 2007) to estimate stochastic cost frontier models for a sample of 3,691 U.S. commercial banks. This method relaxes several deficiencies in the econometric estimation of frontier functions. In particular, we relax the assumption that all banks share the same production technology and provide bank-specific measures of returns to scale and cost inefficiency. The LML method is applied to estimate the cost frontiers in which a truncated normal distribution is used to model technical inefficiency. This formulation allows the cost frontier, inefficiency effects and heteroskedasticity in both noise and inefficiency components to be quite flexible.
KW - Data envelopment analysis
KW - Cost efficiency
KW - Local maximum likelihood estimation
KW - U.S. commercial bank
U2 - 10.1007/s00181-007-0137-2
DO - 10.1007/s00181-007-0137-2
M3 - Journal article
VL - 34
SP - 585
EP - 602
JO - Empirical Economics
JF - Empirical Economics
SN - 0377-7332
IS - 3
ER -