CORRELATION AND REGRESSION ANALYSIS OF THE PROFITABILITY OF PRODUCTION AND SALE OF CEREAL CROPS IN UKRAINE

IF 0.5 Q4 ECONOMICS
V. Koziuk, Anastasiia Lipetska, O. Dluhopolskyi, O. Shymanska
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引用次数: 1

Abstract

The grain industry occupies a leading position in the domestic agricultural market, and today, under the conditions of the 2022 war, the effective functioning of the grain market is extremely important to solve the problem of ensuring food and national security not only in Ukraine, but also in many other countries of the world. The purpose of the research is to conduct a correlation-regression analysis of the profitability of grain production in Ukraine, to single out the main influencing factors, to build a linear regression model based on the factors identified. Previous studies devoted to this topic (conducted by scientists from Ukraine, Great Britain, Egypt, Bangladesh, Iran, Niger, Nigeria, Zimbabwe and China) cover a wide range of factors influencing the profitability of grain production. However, the authors assume that to the greatest extent the studied indicator is influenced by precisely those factors that come from the essence of the definition of the profitability indicator. In order to test this hypothesis, the method of correlation-regression analysis was used, which allowed to identify factors that significantly impact the profitability of grain production in Ukraine. Model building and calculation of the regression coefficients were conducted using the software package STATISTICA. It was found that the most significant variables are yield, sales prices, costs of production and sales, on the basis of which a linear regression model was built, that reflects the dependence of the profitability of grain production in Ukraine on the above-mentioned indicators ( ). With an increase in yield per unit, profitability increases by 1.27 units. With an increase in the selling price per unit, the profitability increases by 0.0242. If the cost per unit of production increases, then the profitability of cereals will decrease by 0.0007. The distribution of the residuals of the model obtained by the authors is close to the normal distribution, and the histogram of the distribution of residuals is close to the graph of the normal distribution, therefore, we can conclude that this model is adequate. Based on the analysis of the distribution of residues, the model can be considered satisfactory. The analysis revealed a negative scale effect in the grain industry, which can be avoided if agricultural land is used effectively. The cancellation of the moratorium on the sale of land opens the way for the transfer of land to more efficient users, which will have a positive effect on the profitability of production.
乌克兰谷物生产和销售盈利能力的相关和回归分析
粮食产业在国内农业市场中占据主导地位,今天,在2022年战争的条件下,粮食市场的有效运作对于解决乌克兰乃至世界许多其他国家的粮食和国家安全问题至关重要。本研究的目的是对乌克兰粮食生产的盈利能力进行相关回归分析,挑选出主要影响因素,根据确定的因素建立线性回归模型。此前关于这一主题的研究(由来自乌克兰、英国、埃及、孟加拉国、伊朗、尼日尔、尼日利亚、津巴布韦和中国的科学家进行)涵盖了影响粮食生产盈利能力的广泛因素。然而,作者假设所研究的指标在最大程度上受到那些来自盈利能力指标定义本质的因素的影响。为了检验这一假设,我们使用了相关回归分析的方法,从而确定了影响乌克兰粮食生产盈利能力的重要因素。利用STATISTICA软件包建立模型并计算回归系数。发现产量、销售价格、生产销售成本是最显著的变量,在此基础上建立了线性回归模型,反映了乌克兰粮食生产盈利能力对上述指标的依赖程度()。随着单位收益的增加,盈利能力增加1.27个单位。每单位售价增加,盈利能力增加0.0242。如果单位生产成本增加,那么谷物的盈利能力将下降0.0007。作者得到的模型残差分布接近于正态分布,残差分布的直方图接近于正态分布的图形,因此我们可以得出结论,该模型是充分的。通过对残差分布的分析,可以认为该模型是令人满意的。分析表明,粮食产业存在负规模效应,有效利用农业用地可以避免负规模效应。取消暂停出售土地的规定为将土地转让给更有效的使用者开辟了道路,这将对生产的盈利能力产生积极影响。
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来源期刊
EGE ACADEMIC REVIEW
EGE ACADEMIC REVIEW ECONOMICS-
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