银行活动的风险建模

Yuliia Yu. Kolomiiets, Valeriia Yu. Kochorba
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引用次数: 0

摘要

本文对银行风险管理问题进行了研究。风险管理是一个复杂但必要的过程,以确保银行的财务稳定。对银行风险的研究和评估有助于银行了解和管理风险,在发放贷款、投资和其他业务方面做出更明智的决策。风险建模是银行风险管理的重要组成部分,本文提出改进银行活动风险水平评估的方法,在预测方法和模拟建模的基础上,提高银行金融活动管理领域管理决策的有效性和质量。风险评估是银行风险管理体系的核心内容。为了完善方法基础,本文提出了银行活动风险建模的概念方案,该方案包括四个部分:货币风险评估模型的开发;信用风险评估模型的建立;银行风险压力测试;在对银行活动的风险进行建模的每个建议场景中,做出稳定银行财务状况的决策。据此,在对银行财务报表和银行活动风险评估分析方法进行研究的基础上,开发了以下仿真模型:货币风险水平评估模型;根据国家和国际标准评估信用风险和确定准备金数额的模型;复杂的风险评估模型。在建立和检验模型后,采用系统动力学方法,即:仿真建模、压力测试和敏感性分析。仿真建模已经成为研究银行活动风险的有效工具,因为它可以创建银行操作的虚拟模型,并在各种风险场景中对其进行测试。压力测试可以研究冲击事件对银行财务稳定性的影响。灵敏度分析用于识别模型中最敏感的参数,并确定改变这些参数对模型结果的影响。
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Risk Modeling of Banking Activities
The article is devoted to the study of the issue of banks’ risk management. Risk management is a complex but necessary process to ensure the financial stability of banks. Research and assessment of banks’ risks helps banks understand and manage risks, make more informed decisions about granting loans, investing and other operations. Risk modeling is an important part of risk management in banks, so the article proposes improving the methodology for assessing the level of risks of banking activities, which, on the basis of forecasting methods and simulation modeling, allows to improve the validity and quality of managerial decisions in the field of management of financial activities of a bank. The task of risk assessment is a central element of the risk management system in banks. In order to improve the methodological base, the article proposes a conceptual scheme of modeling the risks of banking activity, which includes four blocks: development of currency risk assessment models; development of credit risk assessment models; stress testing of banking risks; making decisions to stabilize the financial condition of the bank in each of the proposed scenarios of modeling the risks of banks’ activity. In accordance with this, on the basis of the carried out study of the bank’s financial statements and methods of assessment and analysis of risks of banking activity, the following simulation models have been developed: a model for assessing the level of currency risk; a model for assessing credit risk and determining the amount of its reserve according to national and international standards; a complex risk assessment model. After building and examining the models, the methods of system dynamics were used, namely: simulation modeling, stress testing, and sensitivity analysis. Simulation modeling has become an effective tool for studying the risks of banking activities, as it made it possible to create virtual models of banking operations and test them on various risk scenarios. Stress testing allowed to study the impact of shock events on the financial stability of the bank. Sensitivity analysis was used to identify the most sensitive parameters of the model and to determine how changing these parameters affects the model results.
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68
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6 weeks
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