Exchange Rate Pass-through Dynamics: VAR Evidence for Kenya

Jackson K. Njenga
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Abstract

A VAR framework with exogenous variable is considered to analyse the exchange rate pass-through dynamics in Kenya. Monthly time series data from January 2006 to December 2022 is used. Six endogenous variables namely; US dollar exchange rate, broad money supply, total import, 20 Nairobi stock exchange share index, consumer price index and 91 days treasury bond rate sourced from the central bank of Kenya were considered. Global food price index and oil prices per barrel sourced from statista and Murban Adnoc respectively are the exogenous variables. Unit root test is first performed to test for stationary in line with VAR assumptions. Oil price and total import are the only stationary variables, while the other variables are of integrated order 1. Secondly, a VARX (2,0) is estimated, which is statistically significant at 5% level. Thirdly, Granger causality test is performed, that provide evidence of causality for 20 Nairobi stock exchange share index, consumer price index and broad money supply with respect to other endogenous variables. In addition, VARX(2,0) is converted to MA(2) to develop US dollars impulse response function. There exist high level of volatility for all variables. Finally, a forecast error variance decomposition following Cholesky decomposition shows significant proportion of variance explained by other variables respectively. Kenya’s policy makers need to build strong framework for monetary policy and exchange rate control measures in safeguarding the performance of macroeconomic indicators.
汇率传递动态:肯尼亚的VAR证据
采用外生变量VAR框架分析肯尼亚汇率传递动态。使用2006年1月至2022年12月的月度时间序列数据。六个内生变量即;考虑美元汇率、广义货币供应量、进口总额、20内罗毕证券交易所股票指数、消费者价格指数和肯尼亚中央银行91天国库券利率。全球食品价格指数和每桶石油价格分别来源于statista和Murban Adnoc是外生变量。首先进行单位根检验,检验是否符合VAR假设的平稳性。石油价格和进口总量是唯一的平稳变量,而其他变量的综合顺序为1。其次,估计VARX(2,0),在5%的水平上具有统计学显著性。第三,进行格兰杰因果检验,为内罗毕证券交易所股票指数、消费者价格指数和广义货币供应量相对于其他内生变量的因果关系提供证据。另外,将VARX(2,0)转换为MA(2),得到美元脉冲响应函数。所有变量都存在较高的波动性。最后,在Cholesky分解之后进行预测误差方差分解,结果表明其他变量分别解释的方差占显著比例。肯尼亚的决策者需要为货币政策和汇率控制措施建立强有力的框架,以保障宏观经济指标的表现。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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