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Dynamic forecasts of financial distress of Australian firms

机译:澳大利亚公司财务困境的动态预测

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摘要

Dynamic forecasts of financial distress have received far less attention than static forecasts, particularly in Australia. This study, therefore, investigates dynamic probability forecasts for Australian firms. Novel features of the modelling are the use of time-varying variables in forecasts from a Cox model. Not only is this one of relatively few studies to apply dynamic variables in forecasting financial distress, but to the authors\u27 knowledge it is the first to provide forecasts of survival probabilities using the Cox model with time-varying variables. Forecast accuracy is evaluated using receiver operating characteristics curves and the Brier Score. It was found that the dynamic model had superior predictive power, in out-of-sample forecasts, to the traditional Cox model and to the logit model.
机译:动态的财务困境预测比静态的预测受到的关注要少得多,尤其是在澳大利亚。因此,本研究调查了澳大利亚公司的动态概率预测。建模的新颖功能是在Cox模型的预测中使用时变变量。这不仅是将动态变量应用于财务危机预测的相对少数研究之一,而且据作者所知,这是第一个使用带有时变变量的Cox模型提供生存概率预测的方法。使用接收器工作特性曲线和Brier分数评估预测准确性。发现在样本外预测中,动态模型具有优于传统Cox模型和logit模型的预测能力。

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