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A study of dairy farm technical efficiency using meta-regression: An international perspective

机译:基于元回归的奶牛场技术效率研究:国际视角

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This paper develops a meta-regression analysis to explain the variation of mean technical efficiency (PETP) measurements from a total of 65 frontier studies that report technical efficiency (ET) measurements at the dairy farm level in the literature published in English and Spanish. The analysis includes the effect of methodology on ET measurements, as well as the effect of the econometric procedure on the meta-regression estimates. Eight models were estimated, and two of these were selected: a fixed effects specification with dummy variables for the most significant studies without geographical effects (EFS), and a specification where the multiple observations are averaged and geographical effects included (OP). Based on model performance, the EFS option is chosen for the analysis. The results of the EFS model suggested that non-parametric deterministic models generate higher PETP estimates than the parametric cases (stochastic and deterministic frontier models). In addition, the Cobb-Douglas and translog forms yield higher average PETP than all other functional forms, cross-sectional data produce higher ET estimates than panel data, and the PETP is higher when the study is input-oriented. The primal approach implies a higher ET estimate than the dual analysis, and when more variables are included in the model, the PETP value is higher.
机译:本文进行了荟萃回归分析,以解释总共65项前沿研究的平均技术效率(PETP)测量值的变化,这些研究报告了以英语和西班牙语出版的文献报道了奶牛场一级的技术效率(ET)测量。分析包括方法论对ET测量的影响,以及计量经济学程序对元回归估计的影响。估计了八个模型,并选择了两个模型:一个固定的效果规范,其中包含用于没有地理效应的最重要研究的虚拟变量(EFS);以及一个规范,其中对多个观测值进行了平均,并包括了地理效应(OP)。根据模型性能,选择EFS选项进行分析。 EFS模型的结果表明,非参数确定性模型比参数情况(随机和确定性边界模型)产生的PETP估计值更高。另外,与所有其他功能形式相比,Cobb-Douglas和对数对数形式产生的平均PETP更高,横截面数据比面板数据产生的ET估计值更高,而当研究面向输入时,PETP更高。原始方法比对偶分析意味着更高的ET估计,并且当模型中包含更多变量时,PETP值会更高。

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