Panel Vector Autoregressive Modeling of Macroeconomic Interaction in Nigeria, Ghana and Cameroon

S. N. Nwanneako, I. D. Essi, G. L. Tuaneh, Iyai Davies
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Abstract

Aims: The aim of this study is to apply Panel VAR (Vector Autoregressive) modeling and estimation to analyze the macroeconomic interaction and interdependence within the context of Nigeria, Ghana, and Cameroon. The study aims to understand the trends of key macroeconomic variables, namely gross domestic product (GDP), exchange rate, and foreign reserves. Methodology: The study adopted three macroeconomic variables—GDP, exchange rate, and foreign reserve—and utilized annual secondary data from the World Bank spanning from 1960 to 2022. Pretests, including unit root and cointegration tests, were conducted on the variables. The panel unit root tests (Levin, Lin, and Chu t, Augmented Dickey-Fuller Fisher Chi-Square, and Phillips-Perron Fisher Chi-Square) indicated that the series had unit roots at levels but were stationary at first difference, implying integration of order one. The absence of co-integration in the panel co-integration test established the necessary conditions for estimating a panel vector autoregressive model. Results: The trend analysis revealed that the variables were relatively low in the 1960s and 1970s but exhibited an increasing and fluctuating pattern afterward. Descriptive statistics showed variations among the countries, with Cameroon having higher GDP per capita and greater standard deviation, indicating more significant fluctuations. Ghana, in contrast, displayed lower per capita income with a lower standard deviation. The foreign exchange rate varied, with Cameroon having the highest and Ghana the lowest mean rates.Conclusion: The fixed effect model was estimated after the Hausman Test rejected the random effect model. The results indicated that foreign exchange rates had joint significance on GDP per capita, while foreign reserves did not. The study concludes that the economies of Nigeria, Ghana, and Cameroon are responsive to GDP per capita, foreign exchange rates, and foreign reserves. The policy implication is that economic practitioners in these countries should closely monitor these variables to anticipate changes in economic indicators. Therefore, the study recommends active monitoring of the economic variables used in this research to facilitate informed decision-making.
尼日利亚、加纳和喀麦隆宏观经济互动的面板向量自回归模型
目的:本研究的目的是运用面板向量自回归模型和估计方法,分析尼日利亚、加纳和喀麦隆宏观经济的相互作用和相互依存关系。研究旨在了解关键宏观经济变量的趋势,即国内生产总值(GDP)、汇率和外汇储备。 研究方法:研究采用了三个宏观经济变量--国内生产总值、汇率和外汇储备,并利用了世界银行提供的从 1960 年到 2022 年的年度二手数据。对变量进行了预检验,包括单位根检验和协整检验。面板单位根检验(Levin、Lin 和 Chu t、增强 Dickey-Fuller Fisher Chi-Square 和 Phillips-Perron Fisher Ch-Square)表明,序列在水平上有单位根,但在一阶差分上是静止的,这意味着一阶积分。面板协整检验中不存在协整,这为估计面板向量自回归模型提供了必要条件。 结果:趋势分析表明,变量在 20 世纪 60 年代和 70 年代相对较低,但之后呈现出增长和波动模式。描述性统计显示各国之间存在差异,喀麦隆的人均国内生产总值较高,标准差较大,表明波动更为显著。相比之下,加纳的人均收入较低,标准差较小。外汇汇率各不相同,喀麦隆的平均汇率最高,而加纳的平均汇率最低:在豪斯曼检验(Hausman Test)否定随机效应模型后,对固定效应模型进行了估计。结果表明,外汇汇率对人均国内生产总值具有共同意义,而外汇储备则没有。研究得出结论,尼日利亚、加纳和喀麦隆的经济对人均国内生产总值、外汇汇率和外汇储备有反应。其政策含义是,这些国家的经济从业者应密切监测这些变量,以预测经济指标的变化。因此,本研究建议积极监测本研究中使用的经济变量,以促进知情决策。
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