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Methods for assessing the likelihood of country grain elevator failure in the United States

机译:在美国评估乡村谷物升降机故障可能性的方法

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摘要

The ability to accurately assess the financial soundness of grain elevators has become an increasingly important task for regulatory authorities. Recent changes in both the general economy and the agricultural economy during the early and mid-1980s have created financial stress in parts of the grain sector. These changes and the resulting increases in the number of grain elevator insolvencies have caused regulators to seek improved means to judge the financial health of grain elevators. The purpose of this study was to develop an accurate and reliable early warning model to assist regulatory authorities in identifying financially troubled country grain elevators in the United States;Three early warning models were estimated and tested in this study. Two models were based on discriminant functions; one linear and the other quadratic. The third model was based on a logistic cumulative distribution function. The purpose of the models was to forewarn regulatory authorities of impending grain elevator insolvency one year in advance;Five variables were hypothesized to be important indicators of the financial health of grain elevators and were included in each of the early warning models developed in this study. The variables were constructed from basic information contained in the elevators\u27 financial statements. Each of the variables included in the models measured a different dimension of firm performance; liquidity, financial structure, cash flow, productivity, and profitability;The findings of this study indicated that: (1) each of the early warning models did a very credible job of distinguishing solvent grain elevators from insolvent grain elevators,(2) the independent variables used were capable of providing information that could discern healthy grain elevators from those likely to fail, (3) the classification performance of the early warning models varied considerably over the range of cutoff scores used for classification, and (4) the early warning model based on the logistic cumulative distribution function generally outperformed the other two models for purposes of detecting grain elevator insolvencies.
机译:准确评估谷物升降机财务状况的能力已成为监管机构日益重要的任务。 1980年代初和中期,总体经济和农业经济的最新变化给部分粮食部门造成了财务压力。这些变化以及由此导致的谷物升降机破产的数量增加,导致监管机构寻求更好的手段来判断谷物升降机的财务状况。这项研究的目的是开发一种准确而可靠的预警模型,以协助监管机构识别美国财政困难的乡村谷物运输机;在此研究中评估并测试了三种预警模型。两种模型基于判别函数。一个是线性的,另一个是二次的。第三个模型基于逻辑累积分布函数。该模型的目的是提前一年警告即将到来的谷物升降机破产的监管机构;假设五个变量是谷物升降机财务状况的重要指标,并且被纳入本研究开发的每个预警模型中。这些变量是根据电梯财务报表中包含的基本信息构建的。模型中包含的每个变量都衡量了企业绩效的不同维度;流动性,财务结构,现金流量,生产率和盈利能力;本研究的结果表明:(1)每种预警模型在区分溶剂谷物提升机和无偿能力谷物提升机方面都做得非常可信,(2)独立使用的变量能够提供信息,以区分健康的谷物提升机和可能发生故障的提升机;(3)预警模型的分类性能在用于分类的临界值范围内变化很大;(4)预警模型基于Logistic累积分布函数的检测结果通常优于其他两个模型。

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  • 作者

    McConnon, James C., Jr.;

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  • 年度 1989
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  • 原文格式 PDF
  • 正文语种 en
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