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Assessing technical efficiency of Quebec dairy farms

机译:评估魁北克奶牛场的技术效率

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摘要

The purpose of this paper is twofold. Our first objective is to measure the level of technical efficiency of Quebec dairy farms. Our second objective is to gauge the robustness of our results with respect to the selection of a functional form and of a distribution for the inefficiency index. We estimate efficiency frontiers for Cobb-Douglas (C-D), translogarithmic (TL) and generalized Leontief (GL) production functions with half-normal, truncated normal and exponential distributions. Our results, based on likelihood dominance criterion (LDC) indicate that the GL production technology dominates the other two functional forms, and this ranking is robust to changes in the distribution of the inefficiency index. Efficiency, scores and ranks are highly correlated for all the functional forms and distributions. The differences in the mean levels of efficiency are statistically significant across functional forms and distributions, although the magnitude of the difference is minuscule. The very high mean level of efficiency and the low standard deviation confirms that Quebec dairy farms are very homogenous in terms of getting the most from their inputs. This is not surprising, given that the sector has been very stable policy-wise and that it has been difficult for dairy farmers to expand. To augment the comparisons, results obtained from data envelopment analysis (DEA), are added to the analysis. In this case, the correlation coefficients between DEA and parametric specifications are found to be very low.
机译:本文的目的是双重的。我们的首要目标是衡量魁北克奶牛场的技术效率水平。我们的第二个目标是在选择功能形式和效率指数分布方面评估结果的稳健性。我们估计了Cobb-Douglas(C-D),对数对数(TL)和广义Leontief(GL)生产函数的效率边界,它们具有半正态,截断正态和指数分布。我们基于似然优势标准(LDC)的结果表明,GL生产技术主导了其他两种功能形式,并且该排名对无效指数分布的变化具有鲁棒性。效率,分数和等级与所有功能形式和分布高度相关。在效率的平均水平上,差异在功能形式和分布上具有统计学意义,尽管差异的大小很小。平均效率水平很高,标准偏差很低,这表明魁北克奶牛场在从投入中获取最大收益方面非常同质。鉴于该行业在政策方面一直非常稳定,而且奶农很难扩张,因此这不足为奇。为了扩大比较,将从数据包络分析(DEA)获得的结果添加到分析中。在这种情况下,发现DEA和参数规范之间的相关系数非常低。

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