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1.
In this paper, we address the question of Data Envelopment Analysis (DEA) evaluation of efficiency when aggregate cost or
revenue data must be used. We show that the DEA technical inefficiency measure using total revenues as the single output variable
or total costs as the single input variable equals the aggregate technical and allocative inefficiency. We employ this result
to estimate allocative inefficiency and construct statistical tests of the null hypothesis of no allocative inefficiency analogous
to those of the null hypothesis of no scale inefficiency. We illustrate our method using revenue and personnel data for the
top U.S. public accounting firms over 1995–1998. Our empirical results indicate the existence of statistically significant
allocative inefficiency in the public accounting industry.
相似文献
Ram NatarajanEmail: |
2.
Analysis of the behavior of technical inefficiency with respect to parameters and variables of a stochastic frontier model
is a neglected area of research in frontier literature. An attempt in this direction, however, has recently been made. It
has been shown that in a “standard” stochastic frontier model that both the firm level technical inefficiency and the production
uncertainty are monotonically decreasing with observational error. In this paper we show, considering a stochastic frontier
model whose error components are jointly distributed as truncated bivariate normal, that this property holds if and only if
the distribution of observational error is negatively skewed. We also derive a necessary and sufficient condition under which
both firm level technical inefficiency and production uncertainty are monotonically increasing with noise-inefficiency correlation.
We next propose a new measure of the industry level production uncertainty and establish the necessary and sufficient condition
for firm level technical inefficiency and production uncertainty to be monotonically increasing with industry level production
uncertainty. We also study the limiting probabilistic behavior of these conditions under different parametric configuration
of our model. Finally we carry out Monte Carlo simulations to study the sample behavior of the population monotonic property
of the firm level technical inefficiency and production uncertainty in our model.
相似文献
Arabinda DasEmail: |
3.
Cost efficiency of Slovenian water distribution utilities: an application of stochastic frontier methods 总被引:2,自引:1,他引:1
Massimo Filippini Nevenka Hrovatin Jelena Zorić 《Journal of Productivity Analysis》2008,29(2):169-182
This study estimates cost inefficiency and economies of scale of Slovenian water distribution utilities over the 1997–2003
period by employing several different stochastic frontier methods. The results indicate that significant cost inefficiencies
are present in the utilities. An introduction of incentive-based price regulation scheme might help resolve this problem.
However, the inefficiency scores obtained from different cost frontier models are not found to be robust. The levels of inefficiency
estimates as well as the rankings depend on the econometric specification of the model. The established lack of robustness
can be at least partly explained by different ability of the models to separate unobserved heterogeneity from inefficiency.
Newly proposed true fixed effects model (Greene, J Econom 126:269–303, 2005; J Prod Anal 23(1):7–32, 2005) appears to perform
better than the conventional panel data models with respect to distinguishing between unobserved heterogeneity and inefficiency.
On the other hand, different models produce fairly robust results with respect to estimates of economies of output density,
customer density and economies of scale. The optimal size of a company is found to closely corresponds to the sample median.
Economies of scale are found in small-sized utilities, while large companies exhibit diseconomies of scale.
相似文献
Jelena Zorić (Corresponding author)Email: |
4.
This paper shows how to compute the standard errors for partial effects of exogenous firm characteristics influencing firm
inefficiency under a range of popular stochastic frontier model specifications. We also develop an R2-type measure to summarize the overall explanatory power of the exogenous factors on firm inefficiency. The paper also applies
a recently developed model selection procedure to choose among alternative stochastic frontier specifications using data from
household maize production in Kenya. The magnitude of estimated partial effects of exogenous household characteristics on
inefficiency turns out to be very sensitive to model specification, and the model selection procedure leads to an unambiguous
choice of best model. We propose a bootstrapping procedure to evaluate the size and power of the model selection procedure.
The empirical application also provides further evidence on how household characteristics influence technical inefficiency
in maize production in developing countries.
相似文献
Yanyan LiuEmail: |
5.
Subal C. Kumbhakar Luis Orea Ana Rodríguez-Álvarez Efthymios G. Tsionas 《Journal of Productivity Analysis》2007,27(2):87-100
In this paper, we estimate parametric input and output distance functions and discuss how to estimate a mixture/latent class
model (LCM) involving the output and input distance functions in the context of multi-input and multi-output production technology.
The proposed technique is applied to a panel data on European Railways (1971–1994). This model allows us to identify determinants
of the efficiency orientation, thereby providing useful information that can help researchers to choose between the input
and the output-oriented approaches. In addition, we develop cross-indices that can be used to compute input (output) technical
inefficiency from the estimates of output (input) distance function.
相似文献
Subal C. KumbhakarEmail: |
6.
This paper proposes a flexible time-varying stochastic frontier model. Similarly to Lee and Schmidt [1993, In: Fried H, Lovell
CAK, Schmidt S (eds) The measurement of productive efficiency: techniques and applications. Oxford University Press, Oxford],
we assume that individual firms’ technical inefficiencies vary over time. However, the model, which we call the “multiple
time-varying individual effects” model, is more general in that it allows multiple factors determining firm-specific time-varying
technical inefficiencies. This allows the temporal pattern of inefficiency to vary over firms. The number of such factors
can be consistently estimated. The model is applied to data on Indonesian rice farms, and the changes in the efficiency rankings
of farms over time demonstrate the model’s flexibility.
相似文献
Young H. LeeEmail: |
7.
C. W. Von Bergen 《Employee Responsibilities and Rights Journal》2008,20(3):177-194
Family responsibilities discrimination, bias against workers based on their responsibilities to care for family members is
widespread in many organizations and is rapidly becoming a twenty-first century workplace concern. Employers who harass, pass
over for promotion, and even terminate workers because they care for children, elderly parents or spouses, or disabled family
members have been sued with more frequency and have been paying increasing amounts in verdicts. Recently, the EEOC took an
important step toward ending this discrimination by issuing enforcement guidelines that will educate employers and employees
about family responsibilities discrimination and caregivers’ rights and responsibilities. The Guidelines explain how federal
equal employment opportunity laws apply to workers who struggle to balance work and family, and what firms can do to avoid
potential legal problems and accompanying liabilities with respect to family responsibilities and caregiving discrimination.
相似文献
C. W. Von BergenEmail: |
8.
Opening the black box: Finding the source of cost inefficiency 总被引:2,自引:0,他引:2
Santiago Carbó Valverde David B. Humphrey Rafael López del Paso 《Journal of Productivity Analysis》2007,27(3):209-220
Parametric and nonparametric procedures are used to identify the apparent source of cost inefficiency in banking. Inefficiencies
of 20–25% from earlier studies are reduced to 1–5% when, in addition to commonly specified cost function influences, variables
reflecting banks’ external business environment and industry indicators of “productivity” are added. These productivity indicators
explain most of the reduction in bank operating cost over 1992–2001 and was 5 times the reduction in the dispersion of inefficiency.
Inefficiency appears stable over time because it is small relative to industry-wide cost changes occurring concurrently and
because technology dispersion is imperfect.
相似文献
David B. HumphreyEmail: |
9.
Sanna-Mari Hynninen 《Journal of Productivity Analysis》2009,31(1):15-26
This paper investigates the technical efficiency of labor market matching from a stochastic frontier approach. The true fixed-effects
model (Greene J Prod Anal 23:7–32, 2005a; J Econom 126:269–303, 2005b) is utilised in order to separate cross-sectional heterogeneity from inefficiency, and inefficiency terms are modelled following
Battese and Coelli (Empir Econ 20:325–332, 1995). The data set consists of almost 17,000 observations from Local Labor Offices (LLOs) in Finland. According to the results,
there are notable differences in matching efficiency between regions, and these differences contribute significantly to the
number of filled vacancies. If all regions were as efficient as the most efficient one, the number of total matches per month
would increase by over 23%. The heterogeneity of the job-seeker stock is an important determinant of matching efficiency:
the weight of the composition of the job-seeker stock in the inefficiency terms is on average 85%.
相似文献
Sanna-Mari HynninenEmail: |
10.
This contribution investigates the efficiency of water suppliers in rural areas of East and West Germany. A non-radial measure
of input specific allocative inefficiency is used to reduce the distributional dependency with respect to the inefficiency
parameters. It is based on the demand system of a flexible cost function for the variable inputs labour, energy and chemicals
modelled by applying a modified symmetric generalized McFadden functional form. Concavity restrictions, as required by economic
theory, are imposed. The analysis reveals that efforts towards increasing suppliers’ allocative efficiency should focus on
the relatively inefficient usage of the input chemicals. The input specific allocative model specification was found to be
superior to the overall allocative specification.
相似文献
Johannes SauerEmail: |
11.
Efficient frontier estimation: a maximum entropy approach 总被引:1,自引:0,他引:1
An alternative efficiency estimation approach is developed utilizing generalized maximum entropy (GME). GME combines the strengths
of both SFA and DEA, allowing for the estimation of a frontier that is stochastic, without making an ad hoc assumption about
the distribution of the efficiency component. GME results approach SFA results as the one-sided inefficiency bounds used by
GME shrink. Results similar to DEA are achieved as the bounds increase. The GME results are distributed like DEA, but yield
virtually the same rankings as SFA. The results suggest that GME may provide a link between various estimators of efficiency.
相似文献
Jon RezekEmail: |
12.
This paper introduces new and flexible classes of inefficiency distributions for stochastic frontier models. We consider both
generalized gamma distributions and mixtures of generalized gamma distributions. These classes cover many interesting cases
and accommodate both positively and negatively skewed composed error distributions. Bayesian methods allow for useful inference
with carefully chosen prior distributions. We recommend a two-component mixture model where a sensible amount of structure
is imposed through the prior to distinguish the components, which are given an economic interpretation. This setting allows
for efficiencies to depend on firm characteristics, through the probability of belonging to either component. Issues of label-switching
and separate identification of both the measurement and inefficiency errors are also examined. Inference methods through MCMC
with partial centring are outlined and used to analyse both simulated and real data. An illustration using hospital cost data
is discussed in some detail.
相似文献
M. F. J. SteelEmail: |
13.
In this paper, we analyse the nature of the relationship between market power and technical efficiency for producers’ cooperatives.
More specifically we test two hypotheses: first, we evaluate the extent to which increasing market pressure may help producers’
cooperatives to improve technical efficiency to guarantee positive profits; second, we test whether higher technical efficiency
induces producers’ cooperatives to have a larger market share. These hypotheses are tested on a sample of Italian conventional
and cooperative firms for the Wine Production and Processing sector, using both frontier analysis and dynamic panel techniques.
The results support the hypothesis that increasing market pressure can affect positively the cooperatives′ efficiency, while
gains in technical efficiency do not seem to have any impact on the cooperatives’ market share.
相似文献
Vania SenaEmail: |
14.
Application of a double bootstrap to investigation of determinants of technical efficiency of farms in Central Europe 总被引:1,自引:1,他引:0
The paper provides one of the first applications of the double bootstrap procedure (Simar and Wilson 2007) in a two-stage estimation of the effect of environmental variables on non-parametric estimates of technical efficiency.
This procedure enables consistent inference within models explaining efficiency scores, while simultaneously producing standard
errors and confidence intervals for these efficiency scores. The application is to 88 livestock and 256 crop farms in the
Czech Republic, split into individual and corporate.
相似文献
Laure LatruffeEmail: |
15.
This study recognizes explicitly the efficiency gain or loss as a source in explaining the growth. A theoretically consistent
method to estimate the decomposition of dynamic total factor productivity growth (TFP) in the presence of inefficiency is
developed which is constructed from an extension of the dynamic TFP growth, adjusted for deviations from the long-run equilibrium
within an adjustment-cost framework. The empirical case study is to U.S. electric utilities, which provides a measure to evaluate
how different electric utilities participate in the deregulation of electricity generation. TFP grew by 2.26% per annum with
growth attributed to the combined scale effects of 0.34%, the combined efficiency effects of 0.69%, and the technical change
effect of 1.22%. The dynamic TFP grew by 1.66% per annum for electric utilities located within states with the deregulation
plan and 3.30% per annum for those located outside. Electric utilities located within states with the deregulation plan increased
the outputs by improving technical and input allocative efficiencies more than those located outside of states with deregulation
plans.
相似文献
Spiro E. StefanouEmail: |
16.
Thijs ten Raa 《Journal of Productivity Analysis》2008,30(3):191-199
Debreu’s coefficient of resource utilization is freed from individual data requirements. The procedure is shown to be equivalent
to the imposition of Leontief preferences. The rate of growth of the modified Debreu coefficient and the Solow residual are
shown to add up to TFP growth. This decomposition is the neoclassical counterpart to the frontier analytic decomposition of
productivity growth into technical change and efficiency change. The terms can now be broken down by sector as well as by
factor input.
相似文献
Thijs ten RaaEmail: |
17.
The cost of strikes in the Spanish mining sector: modelling an undesirable input with a distance function 总被引:1,自引:1,他引:0
Ana Rodríguez-Álvarez Ignacio del Rosal José Baños-Pino 《Journal of Productivity Analysis》2007,27(1):73-83
In some contexts, firms have to deal with certain elements or factors that affect the production outcome but which are non-market
in nature and therefore do not have a price. In this paper we propose a new use of a production economics tool, the input
distance function, to empirically measure the effects of these factors. Although we suggest a general use of this methodology,
it has been developed in the context of measuring the effects of labor disputes in a particular declining industry, that of
Spanish coal mining. We have estimated an equation system comprising an input distance function and cost share equations to
calculate the cost generated by strikes.
相似文献
Ana Rodríguez-álvarezEmail: |
18.
This study measures productivity growth on Irish dairy farms over the period 1984–2000. A total factor productivity index
is constructed for the dairy system and is decomposed into technical change, efficiency change, and changes in scale efficiency.
This is achieved by estimating a stochastic output distance function model of the production technology in use on Irish dairy
farms. Overall, productivity on Irish dairy farms grew by 1.2% per annum over the sample period.
相似文献
Alan Matthews (Corresponding author)Email: |
19.
The paper investigates the measurement of economic efficiency under transaction costs in a second best world. New measurements of technical efficiency, allocative efficiency, and price efficiency are proposed. They have three desirable properties. First, they measure efficiency loss in monetary units. Second, they are additive and can be conveniently summed into an overall efficiency measure. Third, they allow for transaction costs and their effects on prices and trade incentives. The paper investigates the welfare effects of technology choice, government pricing and trade policy, and market imperfections on efficiency. It provides new insights on the measurement of benefits from trade liberalization when trade affects not only price efficiency, but also technical and allocative efficiency.
相似文献
Zohra Bouamra MechemacheEmail: |
20.
Alexandra M. Schmidt Ajax R. B. Moreira Steven M. Helfand Thais C. O. Fonseca 《Journal of Productivity Analysis》2009,31(2):101-112
This paper analyzes the productivity of farms across 370 municipalities in the Center-West region of Brazil. A stochastic
frontier model with a latent spatial structure is proposed to account for possible unknown geographical variation of the outputs.
The paper compares versions of the model that include the latent spatial effect in the mean of output or as a variable that
conditions the distribution of inefficiency, include or not observed municipal variables, and specify independent normal or
conditional autoregressive priors for the spatial effects. The Bayesian paradigm is used to estimate the proposed models.
As the resultant posterior distributions do not have a closed form, stochastic simulation techniques are used to obtain samples
from them. Two model comparison criteria provide support for including the latent spatial effects, even after considering
covariates at the municipal level. Models that ignore the latent spatial effects produce significantly different rankings
of inefficiencies across agents.
相似文献
Alexandra M. SchmidtEmail: URL: www.dme.ufrj.br/∼alex |