用机器学习分析格鲁吉亚银行机构冒险的决定因素

Ana Ratchvelishvili, Metin Mercan, Bachana Dzagania
{"title":"用机器学习分析格鲁吉亚银行机构冒险的决定因素","authors":"Ana Ratchvelishvili, Metin Mercan, Bachana Dzagania","doi":"10.31578/job.v12i1.231","DOIUrl":null,"url":null,"abstract":"Economical development in perspective is unthinkable without the successful functioning of the commercial banking system, as it has a direct impact on practically all areas of the market economy by determining the vector of its development. The paper aims to discuss and analyze banking risk and its factors. It involves analysis of factors affecting the profitability of banks and correlations between different variables that are crucial for identifying relationships between key aspects. An analysis is performed on the example of Georgian Banks. To respond to this question, 14 active commercial banks of Georgia operating in the years 2013 – 2020 were analyzed using Machining learning and ordinary least squares (OLS) . This research also applies the fixed effect model by evaluating Hausman. Results showed specific correlations between a variety of factors affecting the risks of commercial banks. Research emphasizes the importance of performing proper risk management strategies and their influence on the overall profitability of the bank.","PeriodicalId":13861,"journal":{"name":"International journal of business research","volume":"8 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-06-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Determinant factors of risk-taking in Georgian Banking Institutions with Machine Learning\",\"authors\":\"Ana Ratchvelishvili, Metin Mercan, Bachana Dzagania\",\"doi\":\"10.31578/job.v12i1.231\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Economical development in perspective is unthinkable without the successful functioning of the commercial banking system, as it has a direct impact on practically all areas of the market economy by determining the vector of its development. The paper aims to discuss and analyze banking risk and its factors. It involves analysis of factors affecting the profitability of banks and correlations between different variables that are crucial for identifying relationships between key aspects. An analysis is performed on the example of Georgian Banks. To respond to this question, 14 active commercial banks of Georgia operating in the years 2013 – 2020 were analyzed using Machining learning and ordinary least squares (OLS) . This research also applies the fixed effect model by evaluating Hausman. Results showed specific correlations between a variety of factors affecting the risks of commercial banks. Research emphasizes the importance of performing proper risk management strategies and their influence on the overall profitability of the bank.\",\"PeriodicalId\":13861,\"journal\":{\"name\":\"International journal of business research\",\"volume\":\"8 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-06-05\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International journal of business research\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.31578/job.v12i1.231\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International journal of business research","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.31578/job.v12i1.231","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

没有商业银行系统的成功运作,经济发展的前景是不可想象的,因为它通过决定其发展的矢量,对市场经济的几乎所有领域都有直接影响。本文旨在探讨和分析银行风险及其影响因素。它涉及对影响银行盈利能力的因素的分析,以及对确定关键方面之间的关系至关重要的不同变量之间的相关性。以格鲁吉亚银行为例进行了分析。为了回答这个问题,我们使用机械加工学习和普通最小二乘(OLS)对2013 - 2020年格鲁吉亚14家活跃的商业银行进行了分析。本研究还通过对Hausman的评价,应用了固定效应模型。结果表明,影响商业银行风险的各种因素之间存在特定的相关性。研究强调了执行适当的风险管理策略的重要性及其对银行整体盈利能力的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Determinant factors of risk-taking in Georgian Banking Institutions with Machine Learning
Economical development in perspective is unthinkable without the successful functioning of the commercial banking system, as it has a direct impact on practically all areas of the market economy by determining the vector of its development. The paper aims to discuss and analyze banking risk and its factors. It involves analysis of factors affecting the profitability of banks and correlations between different variables that are crucial for identifying relationships between key aspects. An analysis is performed on the example of Georgian Banks. To respond to this question, 14 active commercial banks of Georgia operating in the years 2013 – 2020 were analyzed using Machining learning and ordinary least squares (OLS) . This research also applies the fixed effect model by evaluating Hausman. Results showed specific correlations between a variety of factors affecting the risks of commercial banks. Research emphasizes the importance of performing proper risk management strategies and their influence on the overall profitability of the bank.
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
期刊最新文献
IDENTIFYING LEADERSHIP ETHICS: A COMPREHENSIVE REVIEW OF WARRICK'S (1981) LEADERSHIP STYLE IDENTIFIER FRAMEWORK Banking Transparency, Financial Information and Liquidity Risk Management: Case of Saudi Banks Reviewer Acknowledgements for International Business Research, Vol. 16, No. 11 Birth Order and Executive Risk-Taking: A Study on CEO Behavioral Disposition The Chance of FinTech to be a New General-Purpose Technology
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1