{"title":"应用 Altman 模型预测斯洛文尼亚公司的财务困境","authors":"Tatjana Dolinsek, Tatjana Kovač","doi":"10.2478/orga-2024-0008","DOIUrl":null,"url":null,"abstract":"\n \n \n The aim of this paper is to verify the applicability and accuracy of the Altman model in the case of Slovenian companies. The use of the Altman model is hugely popular and widespread among financiers, analysts and other stakeholders who want to determine the creditworthiness of a company’s operations and the likelihood of it running into financial difficulties in the coming years.\n \n \n \n The study was conducted on a sample of 66 Slovenian companies, which were divided into two equal groups: bankruptcy and non-bankruptcy companies. Based on accounting data for the last five years, the authors of this paper calculated the Z-Score, which is based on the Multiple Discriminant Analysis (MDA). By calculating the statistical error of the estimate (type I and II), the authors verified the extent (in percentage terms) to which the companies had been correctly classified by the model. The Mann-Whitney U test was used to check whether there was a difference in the average Z-Score between the two groups of companies.\n \n \n \n The authors determined that the reliability of the Altman model was 71.21% when tested at the upper bound (the threshold value of the Z-Score was 2.6) and 80.30% when tested at the lower bound (the threshold value of the Z-Score was 1.1). This is similar to other countries, where the reliability was found to be over 70% in most cases. Despite the lower reliability of the model, the Z-Score proved to be an important factor in differentiating between the two groups of companies, as bankruptcy companies had a lower value of this indicator than non-bankruptcy companies.\n \n \n \n Based on the results of this study, as well as those of other studies, it can be summarized that the Altman model is a fairly good way for companies to determine the success of their business in a relatively simple and quick way and also to predict the potential risk of their operations in the future. However, since the reliability of the model is not 100%, it is important to be careful when making business predictions and carry out additional in-depth analyses or use other methods.\n","PeriodicalId":44901,"journal":{"name":"Organizacija","volume":null,"pages":null},"PeriodicalIF":1.5000,"publicationDate":"2024-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Application of the Altman Model for the Prediction of Financial Distress in the Case of Slovenian Companies\",\"authors\":\"Tatjana Dolinsek, Tatjana Kovač\",\"doi\":\"10.2478/orga-2024-0008\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"\\n \\n \\n The aim of this paper is to verify the applicability and accuracy of the Altman model in the case of Slovenian companies. The use of the Altman model is hugely popular and widespread among financiers, analysts and other stakeholders who want to determine the creditworthiness of a company’s operations and the likelihood of it running into financial difficulties in the coming years.\\n \\n \\n \\n The study was conducted on a sample of 66 Slovenian companies, which were divided into two equal groups: bankruptcy and non-bankruptcy companies. Based on accounting data for the last five years, the authors of this paper calculated the Z-Score, which is based on the Multiple Discriminant Analysis (MDA). By calculating the statistical error of the estimate (type I and II), the authors verified the extent (in percentage terms) to which the companies had been correctly classified by the model. The Mann-Whitney U test was used to check whether there was a difference in the average Z-Score between the two groups of companies.\\n \\n \\n \\n The authors determined that the reliability of the Altman model was 71.21% when tested at the upper bound (the threshold value of the Z-Score was 2.6) and 80.30% when tested at the lower bound (the threshold value of the Z-Score was 1.1). This is similar to other countries, where the reliability was found to be over 70% in most cases. 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引用次数: 0
摘要
本文旨在验证 Altman 模型在斯洛文尼亚公司案例中的适用性和准确性。阿尔特曼模型在金融家、分析师和其他利益相关者中非常流行和广泛,他们希望通过该模型来确定公司经营的信用度以及未来几年陷入财务困境的可能性。 这项研究以斯洛文尼亚的 66 家公司为样本,将其分为两组:破产公司和非破产公司。根据过去五年的会计数据,本文作者计算了基于多元判别分析(MDA)的 Z 值。通过计算估计值的统计误差(I 型和 II 型),作者验证了模型对公司分类的正确程度(百分比)。Mann-Whitney U 检验用于检查两组公司之间的平均 Z 分数是否存在差异。 作者确定,在进行上限测试时(Z-Score 临界值为 2.6),Altman 模型的可靠性为 71.21%;在进行下限测试时(Z-Score 临界值为 1.1),Altman 模型的可靠性为 80.30%。这与其他国家的情况类似,在大多数情况下,可靠性超过 70%。尽管模型的可靠性较低,但 Z 值被证明是区分两类公司的一个重要因素,因为破产公司的这一指标值低于非破产公司。 根据本研究以及其他研究的结果,可以总结出 Altman 模型是一种相当不错的方法,可以让公司以相对简单快捷的方式确定业务的成功与否,还可以预测未来经营的潜在风险。然而,由于该模型的可靠性并非百分之百,因此在进行业务预测时必须谨慎,并进行更多的深入分析或使用其他方法。
Application of the Altman Model for the Prediction of Financial Distress in the Case of Slovenian Companies
The aim of this paper is to verify the applicability and accuracy of the Altman model in the case of Slovenian companies. The use of the Altman model is hugely popular and widespread among financiers, analysts and other stakeholders who want to determine the creditworthiness of a company’s operations and the likelihood of it running into financial difficulties in the coming years.
The study was conducted on a sample of 66 Slovenian companies, which were divided into two equal groups: bankruptcy and non-bankruptcy companies. Based on accounting data for the last five years, the authors of this paper calculated the Z-Score, which is based on the Multiple Discriminant Analysis (MDA). By calculating the statistical error of the estimate (type I and II), the authors verified the extent (in percentage terms) to which the companies had been correctly classified by the model. The Mann-Whitney U test was used to check whether there was a difference in the average Z-Score between the two groups of companies.
The authors determined that the reliability of the Altman model was 71.21% when tested at the upper bound (the threshold value of the Z-Score was 2.6) and 80.30% when tested at the lower bound (the threshold value of the Z-Score was 1.1). This is similar to other countries, where the reliability was found to be over 70% in most cases. Despite the lower reliability of the model, the Z-Score proved to be an important factor in differentiating between the two groups of companies, as bankruptcy companies had a lower value of this indicator than non-bankruptcy companies.
Based on the results of this study, as well as those of other studies, it can be summarized that the Altman model is a fairly good way for companies to determine the success of their business in a relatively simple and quick way and also to predict the potential risk of their operations in the future. However, since the reliability of the model is not 100%, it is important to be careful when making business predictions and carry out additional in-depth analyses or use other methods.
期刊介绍:
Organizacija (Journal of Management, Information Systems and Human Resources) is an interdisciplinary peer reviewed journal that seeks both theoretical and practical papers devoted to managerial aspects of the subject matter indicated in the title. In particular the journal focuses on papers which cover state-of art developments in the subject area of the journal, its implementation and use in the organizational practice. Organizacija is covered by numerous Abstracting & Indexing services, including SCOPUS.