俄罗斯冶金企业信用分析模型的建立

Dmitry Doroshevskiy, E. Markovskaya
{"title":"俄罗斯冶金企业信用分析模型的建立","authors":"Dmitry Doroshevskiy, E. Markovskaya","doi":"10.2139/ssrn.3614190","DOIUrl":null,"url":null,"abstract":"To minimize credit risks, banks must first analyze the financial condition of a potential borrower and evaluate their creditworthiness. The technique used for this purposes should be comprehensive, accurate and reliable. However, criticism of existing approaches to assessing creditworthiness is often associated with their lack of flexibility and absence of industry-specific approach.<br><br>The metallurgical industry is very important for the Russian economy. Many organizations operating in related industries consume the metallurgical production, and the products themselves have a significant share in national exports. Russian metallurgical organizations are leaders not only in the domestic, but also in the global market.<br><br>The concepts of credit risk, insolvency and creditworthiness were studied. The milestones of assessing the creditworthiness of organizations were considered, the evolution of approaches to valuation was presented during the second half of the last century and to the present moment. A brief overview of existing banking practices is provided.<br><br>The financial performance of Russian metallurgic enterprises were analyzed. Particular attention is paid to the review of industry leaders as examples of the most sustainable organizations. Based on the reporting data, the characteristics of financial indicators and capital structure inherent in the industry were identified.<br><br>The process of creating the methodology for assessing creditworthiness, which would take into account the characteristics of metallurgical organizations, is presented. A compilation of financial ratios for analysis was selected, the probability of bankruptcy was estimated for each company in the sample. Based on panel data on 35 companies for 2014-2018, through using a logistic regression, a scoring model was built to assess the creditworthiness of metallurgical organizations.<br>The result of the work was an express methodology that allows to assess the creditworthiness of a metallurgical organization quickly and transparently, and at the same time, with sufficient accuracy, taking into account industry specifics.<br><br>","PeriodicalId":208149,"journal":{"name":"Finance Educator: Courses","volume":"22 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Development of the Model for the Creditworthiness Analysis in Russian Metallurgy\",\"authors\":\"Dmitry Doroshevskiy, E. Markovskaya\",\"doi\":\"10.2139/ssrn.3614190\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"To minimize credit risks, banks must first analyze the financial condition of a potential borrower and evaluate their creditworthiness. The technique used for this purposes should be comprehensive, accurate and reliable. However, criticism of existing approaches to assessing creditworthiness is often associated with their lack of flexibility and absence of industry-specific approach.<br><br>The metallurgical industry is very important for the Russian economy. Many organizations operating in related industries consume the metallurgical production, and the products themselves have a significant share in national exports. Russian metallurgical organizations are leaders not only in the domestic, but also in the global market.<br><br>The concepts of credit risk, insolvency and creditworthiness were studied. The milestones of assessing the creditworthiness of organizations were considered, the evolution of approaches to valuation was presented during the second half of the last century and to the present moment. A brief overview of existing banking practices is provided.<br><br>The financial performance of Russian metallurgic enterprises were analyzed. Particular attention is paid to the review of industry leaders as examples of the most sustainable organizations. Based on the reporting data, the characteristics of financial indicators and capital structure inherent in the industry were identified.<br><br>The process of creating the methodology for assessing creditworthiness, which would take into account the characteristics of metallurgical organizations, is presented. A compilation of financial ratios for analysis was selected, the probability of bankruptcy was estimated for each company in the sample. Based on panel data on 35 companies for 2014-2018, through using a logistic regression, a scoring model was built to assess the creditworthiness of metallurgical organizations.<br>The result of the work was an express methodology that allows to assess the creditworthiness of a metallurgical organization quickly and transparently, and at the same time, with sufficient accuracy, taking into account industry specifics.<br><br>\",\"PeriodicalId\":208149,\"journal\":{\"name\":\"Finance Educator: Courses\",\"volume\":\"22 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-05-30\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Finance Educator: Courses\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.2139/ssrn.3614190\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Finance Educator: Courses","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.2139/ssrn.3614190","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

为了将信用风险降至最低,银行必须首先分析潜在借款人的财务状况并评估其信誉。为此目的所使用的技术应该是全面、准确和可靠的。然而,对评估信誉的现有方法的批评往往与这些方法缺乏灵活性和缺乏针对具体行业的方法有关。冶金工业对俄罗斯经济非常重要。许多相关行业的组织消费了冶金产品,其产品本身在全国出口中占有很大份额。俄罗斯冶金组织不仅在国内,而且在全球市场上都处于领先地位。研究了信用风险、资不抵债和信誉的概念。会议审议了评估各组织信誉的里程碑,介绍了上个世纪下半叶和至今评估方法的演变。提供了现有银行实践的简要概述。对俄罗斯冶金企业的财务绩效进行了分析。特别注意审查行业领袖作为最可持续组织的例子。根据报告数据,确定了该行业固有的财务指标特征和资本结构特征。介绍了制定评估信誉方法的过程,这种方法将考虑到冶金组织的特点。选择了财务比率的汇编进行分析,估计了样本中每个公司的破产概率。基于2014-2018年35家企业的面板数据,运用logistic回归方法,建立了冶金企业信誉度评分模型。这项工作的结果是一种明确的方法,可以快速、透明地评估冶金组织的信誉,同时,考虑到行业的具体情况,具有足够的准确性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Development of the Model for the Creditworthiness Analysis in Russian Metallurgy
To minimize credit risks, banks must first analyze the financial condition of a potential borrower and evaluate their creditworthiness. The technique used for this purposes should be comprehensive, accurate and reliable. However, criticism of existing approaches to assessing creditworthiness is often associated with their lack of flexibility and absence of industry-specific approach.

The metallurgical industry is very important for the Russian economy. Many organizations operating in related industries consume the metallurgical production, and the products themselves have a significant share in national exports. Russian metallurgical organizations are leaders not only in the domestic, but also in the global market.

The concepts of credit risk, insolvency and creditworthiness were studied. The milestones of assessing the creditworthiness of organizations were considered, the evolution of approaches to valuation was presented during the second half of the last century and to the present moment. A brief overview of existing banking practices is provided.

The financial performance of Russian metallurgic enterprises were analyzed. Particular attention is paid to the review of industry leaders as examples of the most sustainable organizations. Based on the reporting data, the characteristics of financial indicators and capital structure inherent in the industry were identified.

The process of creating the methodology for assessing creditworthiness, which would take into account the characteristics of metallurgical organizations, is presented. A compilation of financial ratios for analysis was selected, the probability of bankruptcy was estimated for each company in the sample. Based on panel data on 35 companies for 2014-2018, through using a logistic regression, a scoring model was built to assess the creditworthiness of metallurgical organizations.
The result of the work was an express methodology that allows to assess the creditworthiness of a metallurgical organization quickly and transparently, and at the same time, with sufficient accuracy, taking into account industry specifics.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信