基于亚洲多元判别分析模型的波兰上市公司破产风险评估

Paweł Kopczyński
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引用次数: 0

摘要

目的:本文的主要目的是评估在马来西亚开发的用于预测马来西亚工业公司和新加坡公司破产的多重判别分析模型是否有助于评估波兰上市公司的破产风险。方法/方法:为了检验这些判别模型的有效性,使用了25家破产波兰公司和25家存活公司的财务报表。使用预测马来西亚和新加坡公司破产的模型,分析了这些企业分为两组(潜在的银行破产和能够在市场上生存的公司)的分类的准确性。每个模型的z分数分别在破产前一年、两年和三年计算。研究发现:所建立的预测马来西亚工业公司破产的模型对破产的波兰上市公司进行了正确分类。然而,它错误地分类了很大比例的未破产公司。新加坡模型准确地(使用破产前一年的数据时为100%)评估了破产公司的破产风险。分类正确的公司仍在营业的比例较低,但仍然可以接受。研究局限/启示:建议使用波兰各经济部门公司的财务数据来测试模型的分类能力(对于选定的行业单独),特别是使用工业公司的财务报告。原创性/价值:波兰语文献经常描述在美国、加拿大、德国和英国等高度发达国家开发的破产预测方法。波兰科学家还开发了许多破产预测工具。相比之下,亚洲的破产预测方法很少受到关注。本文提出的研究结果扩大了对这一主题的认识,并使测试和评估这些方法对波兰公司的有用性成为可能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Bankruptcy risk assessment of Polish listed companies using Asian multiple discriminant analysis models
Purpose: The main purpose of this article is to evaluate whether multiple discriminant analysis models developed in Malaysia to forecast the bankruptcy of Malaysian indus-trial companies and Singaporean companies can be useful in assessing the risk of bank-ruptcy of Polish listed companies. Methodology/approach: To test the efficacy of these discriminant models, the finan-cial statements of 25 bankrupt Polish companies and 25 viable companies were used. The accuracy of the classification of these enterprises into two groups (potential bank-ruptcy and companies able to survive on the market) was analyzed using the models developed to forecast the bankruptcy of Malaysian and Singaporean companies. Z-scores for each model were calculated for one year, two years, and three years prior to bankruptcy. Findings: The model developed to forecast the bankruptcy of Malaysian industrial companies correctly classified bankrupted Polish listed companies. However, it incor-rectly classified a large percentage of non-bankrupt companies. The Singaporean model accurately (it was 100% when data from one year prior to bankruptcy was used) assessed the risk of bankruptcy of failed companies. The percentage of correctly classified companies still in business was lower, but still acceptable. Research limitations/implications: It is recommended to test the classification abili-ties of the models using the financial data of Polish companies from various sectors of the economy (separately for selected industries), and in particular, utilizing financial reports of industrial companies. Originality/value: The Polish-language literature often describes bankruptcy forecast-ing methods developed in highly developed countries, such as the USA, Canada, Germany and Great Britain. Polish scientists have also developed many bankruptcy forecasting tools. By contrast, little attention has been paid to Asian bankruptcy forecasting methods. The study, the results of which are presented in this article, broadens the knowledge on this subject and makes it possible to test and evaluate the usefulness of such methods for Polish companies.
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