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Time Series Characteristics of Four Primary Accounting Variables for Predicting Business Failure of Firms

机译:预测企业倒闭的四个主要会计变量的时间序列特征

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This paper investigates time-series characteristics of four primary accounting variables that are commonly used for predicting business failure of firms in Korea. Although four accounting ratios including Return on Assets, Liability Ratio, Working Capital Ratio, and Current Ratio have frequently been used in the prediction models of business failure, little studies have been done for understanding, the time-series characteristics of the ratios. By classifying firms into non-failed firms and failed firms, we investigate time-series characteristics of four variables in terms of two groups. In particular, we measure four primary accounting ratios with net income to total assets, total liability to total assets, working capital to total assets, and current assets to current liability respectively. Using 117 matched samples from 1980 to 2006, we find that whereas all financial ratios of failed firms show random walk patterns of times series, the ratios of non-failed firms show in part stationary pattern. We also find that the accounting ratios showing random walk become stationary through the linear combination with other accounting ratios showing random walk. We finally find that the ratios of non-failed firms and the stationeries ratios of failed firms converge into the level of the corresponding industry, but the ratios of non-failed firms take longer time to adjust to the level of an industry.
机译:本文研究了四个主要会计变量的时间序列特征,这些变量通常用于预测韩国企业的业务失败。尽管在业务失败的预测模型中经常使用资产收益率,负债率,周转率和流动比率这四个会计比率,但是对于了解比率的时间序列特征,很少进行研究。通过将公司分为非失败公司和失败公司,我们以两组为单位研究了四个变量的时间序列特征。特别是,我们用净收入占总资产,总负债占总资产,流动资金占总资产以及流动资产占流动负债的四个主要会计比率来衡量。使用1980年至2006年的117个匹配样本,我们发现尽管所有破产企业的财务比率都显示出时间序列的随机游动模式,但未破产企业的比率却部分地表现出平稳的模式。我们还发现,通过线性组合,显示随机游走的记账比率与其他显示随机游走的记账比率变得平稳。我们最终发现非失败企业的比率和失败企业的文具比率收敛到相应行业的水平,但是非失败企业的比率需要更长的时间才能适应某个行业的水平。

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