Statistical Analysis of the Yield of Government Bonds Using Econometric Models: Macroeconomic and Investment Aspects

V. Zhykharieva
{"title":"Statistical Analysis of the Yield of Government Bonds Using Econometric Models: Macroeconomic and Investment Aspects","authors":"V. Zhykharieva","doi":"10.31521/modecon.v37(2023)-07","DOIUrl":null,"url":null,"abstract":"Abstract. Introduction. The yield to maturity of government bonds changes over time and depends on a number of external and internal factors. In recent years, the gap between the yield to maturity of bonds of developed countries and countries with relatively low credit ratings has been increasing. Inflation and the level of central banks key rates are important factors that cause fluctuations in the yield of government securities. The yield of government bonds is affected by the terms to maturity. Taking into account the ratio of yield and risk, the longer the maturity of government bonds, the higher the yield should be. But in practice, this dependence can be different, especially in periods of financial crises. All of the above makes relevant the task of analyzing the variation of yield to maturity of government bonds of different countries at the current stage of economic development, as well as the dependence between yield to maturity and the level of inflation on the examples of certain countries and impact on the yield to maturity of government bonds of central bank key rates. The research used such scientific methods as analysis and synthesis of results, logical-analytical methods, methods of descriptive statistics and econometric models. Purpose. The purpose of the paper are improving the approach to the analysis of the yield to maturity of government bonds of various countries and the analysis of the influence of central bank rates on the level of yield to maturity of government bonds. Results. The yield to maturity of government bonds and the rates of central banks of different countries are analyzed. The inverse relationship between the terms to maturity and the level of yield to maturity of government bonds is shown on the examples of the USA and Ukraine. For different samples, taking into account the level of the credit rating of the countries, the analysis of average yield to maturity, dispersion, standard deviation, range of variation, coefficients of oscillation and variation was performed. A high positive correlation was found between the yield to maturity of government bonds and the level of central bank rates. A regression models analysis of the influence of central bank rates on the yield to maturity of government bonds was performed. The linear regression, logarithmic regression and polynomial regression models were constructed. The most qualitative model was chosen on the basis of the coefficient of determination. Conclusions. It was found that developed countries have low (in some countries in certain periods – negative) central bank rates and a low level of yield to maturity. Countries with low credit ratings have high central bank rates and much higher yields. The examples of the USA and Ukraine show an inverse relationship between the yield to maturity and terms to maturity, which indicates the discrepancy between the level of yield and the risk of government bonds in the conditions of financial crisis. A high coefficient of variation for the entire sample of countries indicates a significant dispersion of the data. The average yield to maturity is much higher for countries with relatively low credit ratings and high yield to maturity. The standard deviation differs by more than 8 times for countries with low credit rating, and the range of variation is more than 7 times. Oscillation coefficients and coefficients of variation are also significantly higher for countries with low credit ratings and high yield. All this indicates that for countries with a high credit rating and a low yield, the variation is smaller, the population is more homogeneous, and the average value is more reliable. The linear correlation coefficient indicates a sufficiently high positive correlation between the yield to maturity of government bonds and central bank rates. The results of the regression analysis show that, of all the considered models, the influence of the central bank interest rate on the yield to maturity of government bonds with a maturity of 10 years is best described by the polynomial regression model of the third degree, which has the maximum coefficient of determination. The practical value of the methodical approach to the analysis of the yield of government bonds is that it can be used to assess the influence of various factors on the yield of bonds, as well as to analyze the dynamics of the yield indicators of certain countries' bonds.","PeriodicalId":201493,"journal":{"name":"Modern Economics","volume":"152 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Modern Economics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.31521/modecon.v37(2023)-07","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Abstract. Introduction. The yield to maturity of government bonds changes over time and depends on a number of external and internal factors. In recent years, the gap between the yield to maturity of bonds of developed countries and countries with relatively low credit ratings has been increasing. Inflation and the level of central banks key rates are important factors that cause fluctuations in the yield of government securities. The yield of government bonds is affected by the terms to maturity. Taking into account the ratio of yield and risk, the longer the maturity of government bonds, the higher the yield should be. But in practice, this dependence can be different, especially in periods of financial crises. All of the above makes relevant the task of analyzing the variation of yield to maturity of government bonds of different countries at the current stage of economic development, as well as the dependence between yield to maturity and the level of inflation on the examples of certain countries and impact on the yield to maturity of government bonds of central bank key rates. The research used such scientific methods as analysis and synthesis of results, logical-analytical methods, methods of descriptive statistics and econometric models. Purpose. The purpose of the paper are improving the approach to the analysis of the yield to maturity of government bonds of various countries and the analysis of the influence of central bank rates on the level of yield to maturity of government bonds. Results. The yield to maturity of government bonds and the rates of central banks of different countries are analyzed. The inverse relationship between the terms to maturity and the level of yield to maturity of government bonds is shown on the examples of the USA and Ukraine. For different samples, taking into account the level of the credit rating of the countries, the analysis of average yield to maturity, dispersion, standard deviation, range of variation, coefficients of oscillation and variation was performed. A high positive correlation was found between the yield to maturity of government bonds and the level of central bank rates. A regression models analysis of the influence of central bank rates on the yield to maturity of government bonds was performed. The linear regression, logarithmic regression and polynomial regression models were constructed. The most qualitative model was chosen on the basis of the coefficient of determination. Conclusions. It was found that developed countries have low (in some countries in certain periods – negative) central bank rates and a low level of yield to maturity. Countries with low credit ratings have high central bank rates and much higher yields. The examples of the USA and Ukraine show an inverse relationship between the yield to maturity and terms to maturity, which indicates the discrepancy between the level of yield and the risk of government bonds in the conditions of financial crisis. A high coefficient of variation for the entire sample of countries indicates a significant dispersion of the data. The average yield to maturity is much higher for countries with relatively low credit ratings and high yield to maturity. The standard deviation differs by more than 8 times for countries with low credit rating, and the range of variation is more than 7 times. Oscillation coefficients and coefficients of variation are also significantly higher for countries with low credit ratings and high yield. All this indicates that for countries with a high credit rating and a low yield, the variation is smaller, the population is more homogeneous, and the average value is more reliable. The linear correlation coefficient indicates a sufficiently high positive correlation between the yield to maturity of government bonds and central bank rates. The results of the regression analysis show that, of all the considered models, the influence of the central bank interest rate on the yield to maturity of government bonds with a maturity of 10 years is best described by the polynomial regression model of the third degree, which has the maximum coefficient of determination. The practical value of the methodical approach to the analysis of the yield of government bonds is that it can be used to assess the influence of various factors on the yield of bonds, as well as to analyze the dynamics of the yield indicators of certain countries' bonds.
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
用计量经济模型对政府债券收益率的统计分析:宏观经济和投资方面
摘要介绍。政府债券的到期收益率随着时间的推移而变化,这取决于许多外部和内部因素。近年来,发达国家与信用等级相对较低国家债券的到期收益率差距不断扩大。通货膨胀和中央银行的关键利率水平是导致政府证券收益率波动的重要因素。政府债券的收益率受到期日的影响。考虑到收益率与风险的比值,国债期限越长,收益率应该越高。但在实践中,这种依赖可能有所不同,尤其是在金融危机期间。这些都使得以某些国家为例分析当前经济发展阶段不同国家政府债券的到期收益率变化、到期收益率与通货膨胀水平的相关性以及央行关键利率对政府债券到期收益率的影响具有重要意义。本研究运用了结果分析与综合、逻辑分析方法、描述性统计方法和计量经济模型等科学方法。目的。本文的目的是改进各国政府债券到期收益率的分析方法,分析央行利率对政府债券到期收益率水平的影响。结果。分析了各国政府债券的到期收益率和中央银行利率。美国和乌克兰的例子显示了政府债券期限与到期收益率水平之间的反比关系。对于不同的样本,考虑到各国的信用评级水平,进行了平均到期收益率、离散度、标准差、变异范围、振荡系数和变异系数的分析。政府债券到期收益率与中央银行利率水平之间存在高度正相关关系。运用回归模型分析了央行利率对国债到期收益率的影响。建立了线性回归、对数回归和多项式回归模型。根据决定系数选择最定性的模型。结论。研究发现,发达国家的中央银行利率较低(某些国家在某些时期为负),到期收益率也较低。信用评级低的国家央行利率高,收益率也高得多。美国和乌克兰的例子表明,到期收益率与到期期限之间呈反比关系,这表明在金融危机条件下政府债券的收益率水平与风险之间存在差异。整个国家样本的高变异系数表明数据的显著分散。信用评级相对较低、到期收益率较高的国家的平均到期收益率要高得多。低信用等级国家的标准差相差8倍以上,变化幅度相差7倍以上。对于低信用评级和高收益的国家,振荡系数和变异系数也明显更高。这些都表明,对于信用等级高、收益率低的国家,变异较小,人口更均匀,平均值更可靠。线性相关系数表明,政府债券到期收益率与央行利率之间存在足够高的正相关关系。回归分析结果表明,在所有考虑的模型中,央行利率对10年期国债到期收益率的影响用三次多项式回归模型最能描述,其决定系数最大。这种方法分析政府债券收益率的实用价值在于,它可以用来评估各种因素对债券收益率的影响,也可以用来分析某些国家债券收益率指标的动态。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
God’s Economic System Analysis of enterprise management innovation in the context of the Internet The use of digital technologies in the process of post-war reconstruction of Ukraine The development of institutions and practices to fight money laundering and terrorism financing: global experience and Ukrainian realities Specifics of Estimating the Economic Impact of Human Defense Resources Management on the Development of Certain Countries
×
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