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
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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。
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.
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