Temporal and inter-farm variability of economic and environmental farm performance: A resilience perspective on potato producing regions in the Netherlands

W. Paas, M. Meuwissen, M. V. van Ittersum, P. Reidsma
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引用次数: 2

Abstract

In the context of resilience and sustainability of farming systems it is important to study the trade-offs and synergies between economic and environmental variables. In this study, we selected food production, economic and environmental performance indicators of farms in three potato producing regions in the Netherlands: Flevoland, Zeeland and Veenkoloniën. We studied the period 2006 to 2019 using farm accountancy data. We used threshold regressions to determine gradual development and year-to-year variation of those indicators. Subsequently we applied a sparse Partial Least Square (sPLS) regression to study the response of performance, gradual development and year-to-year variation under different conditions regarding weather, market and farm structure. sPLS-model performance was at best moderate. Best model performance was attained for Veenkoloniën, a region with relatively little inter-farm variability and relatively stable economic prices. Model results were very sensitive to the selection of response variables. We found that food production, economic and environmental performance levels and gradual developments were primarily determined by input intensity levels. How these performance levels were determined by input intensity, i.e. positively or negatively, differed per case study. Year-to-year variability was determined by average yearly weather conditions and weather extremes. Overall, we conclude that the method applied to the data we had available mostly provided insights that confirm existing knowledge at case study level. sPLS can be seen as a filter and projector of high-dimensional data that accentuates patterns in the data. In the context of resilience of farms, while using a relatively small dataset, the applicability of our methodology seems limited to a rather homogeneous farm population in a stable economic environment. Researchers intending to apply this method to (arable) farming systems should be well aware of the influence they can have on the results through their selection of response variables.
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经济和环境农场绩效的时间和农场间变异性:荷兰马铃薯产区的弹性视角
在农业系统恢复力和可持续性的背景下,重要的是研究经济和环境变量之间的权衡和协同作用。在这项研究中,我们选择了荷兰三个马铃薯产区:弗莱福兰、泽兰和Veenkoloniën的农场的粮食生产、经济和环境绩效指标。我们使用农场会计数据研究了2006年至2019年期间的数据。我们使用阈值回归来确定这些指标的逐渐发展和逐年变化。随后,我们应用稀疏偏最小二乘法(sPLS)回归研究了在不同天气、市场和农场结构条件下的产量、逐渐发展和年际变化的响应。spls模型的表现最好是中等。Veenkoloniën是一个农场间变化相对较小、经济价格相对稳定的区域,模型性能最好。模型结果对响应变量的选择非常敏感。我们发现,粮食生产、经济和环境绩效水平以及逐步发展主要取决于投入强度水平。这些绩效水平是如何由投入强度决定的,即积极的还是消极的,在每个案例研究中都有所不同。年际变化是由年平均天气条件和极端天气决定的。总的来说,我们得出结论,该方法应用于我们所获得的数据,主要提供了在案例研究层面确认现有知识的见解。sPLS可以被看作是高维数据的过滤器和投影仪,可以突出数据中的模式。在农场恢复力的背景下,虽然使用了相对较小的数据集,但我们的方法的适用性似乎仅限于稳定经济环境中相当同质的农场人口。打算将这种方法应用于(耕地)农业系统的研究人员应该充分意识到,通过选择响应变量,他们可能对结果产生影响。
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