贝叶斯向量自回归模型在准货币和货币供应量分析中的应用:尼日利亚案例研究

Timothy Olaniyi Morounfolu Israel, Nwuju, Kingdom, Da-wariboko Asikiye Yvonne, Wegbom Anthony Ike
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摘要

研究目的:本研究旨在利用贝叶斯向量自回归(BVAR)模型来模拟尼日利亚准货币与货币供应量之间的关系。研究设计: 本研究收集并分析了尼日利亚中央银行(CBN)8 年内(2015 年 11 月至 2022 年 12 月)的货币和信贷统计月度数据。分析采用了向量自回归模型(VAR)和BVAR模型来研究这些变量之间的动态关系及其对货币政策的影响。研究方法:研究采用贝叶斯向量自回归(BVAR)模型来分析尼日利亚准货币与货币供应量之间的关系。研究收集了尼日利亚中央银行(CBN)8 年间的月度数据,并采用向量自回归(VAR)模型和贝叶斯向量自回归(BVAR)模型进行分析。结果研究结果表明,尼日利亚的狭义货币与准货币之间不存在长期关系,但准货币确实会引起狭义货币的变化,反之亦然。这表明这两个变量之间存在多向效应。从更高的调整后 R² 值来看,BVAR 模型一直优于 VAR 模型,这表明其解释数据方差的能力更强。BVAR 模型更稳健、更准确地反映了这些变量之间的关系。该模型表现出稳定性,残差不存在异方差,表明变量之间的关系稳定。脉冲响应函数显示,狭义货币的变化对尼日利亚的总体货币供应量有直接影响。结论本研究通过实证研究尼日利亚狭义货币与准货币之间的关系,对现有知识做出了贡献,并得出了狭义货币与准货币之间不存在协整关系的结论,这对有效的货币政策战略,尤其是尼日利亚的货币政策战略具有重要意义。
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Application of Bayesian Vector Autoregressive Models in the Analysis of Quasi Money and Money Supply: A Case Study of Nigeria
Aims: The aim of this study is to model the relationship between Nigerian quasi money and money supply using the Bayesian Vector Autoregressive (BVAR) model. Study design:  The study collected and analyzed monthly data from the Central Bank of Nigeria (CBN) money and credit statistics over an 8-year period (November 2015 to December 2022). The analysis utilized both Vector Autoregressive (VAR) Model and BVAR model to examine the dynamics between these variables and their implications for monetary policy. Methodology: The study employed the Bayesian Vector Autoregressive (BVAR) model to analyze the relationship between Nigerian quasi money and money supply. Monthly data from the Central Bank of Nigeria (CBN) over an 8-year period was collected and subjected to both Vector Autoregressive (VAR) Model and BVAR model for analysis. Results: The findings indicated that there is no long-run relationship between Nigerian narrow money and quasi money, but quasi money does granger cause changes in narrow money, and vice versa. This suggests a multi-directional effect between the two variables. The BVAR model consistently outperformed the VAR model in terms of higher Adjusted-R² values, indicating its stronger ability to explain the variance in the data. The BVAR model provided a more robust and accurate representation of the relationship between these variables. The model exhibited stability and the absence of heteroscedasticity in the residuals, indicating a stable relationship between the variables. The impulse response function showed an immediate impact of changes in narrow money on the overall money supply in Nigeria. Conclusion: This study contributes to existing knowledge by empirically examining the relationship between Nigerian narrow money and quasi money and also concluded that there existed no co-integrating relationship between narrow money and quasi money, which has important implications for effective monetary policy strategies, particularly in Nigeria.
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