宏观经济变量在利用 Garch-Midas 模型预测东非共同体股票市场波动性中的作用

Lin Wen Sheng, Mutebi Jade
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摘要

本研究探讨了东非共同体宏观经济变量与股票市场波动之间的动态关系。研究采用了广义自回归条件异方差(GARCH)模型和混合数据抽样(MIDAS)方法。通过比较过程发现,不同的宏观经济变量对东非共同体不同国家的影响是异质的,即宏观经济因素对乌干达股市波动性的变化有显著的解释作用,将这些因素纳入 GARCH-MIDAS 模型可提高其预测能力,但在肯尼亚,研究发现大多数宏观经济变量对股市波动性的影响并不显著,也没有提高 GARCH-MIDAS 模型的预测能力。
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The Role of Macroeconomic Variables in Forecasting Equity Market Volatility in the East African Community Using Garch-Midas Model
This study delves into the dynamic relationship between macroeconomic variables and equity market volatility in the East African Community. The research employs the Generalized Autoregressive Conditional Heteroskedasticity (GARCH) model coupled with the Mixed Data Sampling (MIDAS) approach. Through a comparative process, it is found that the different macroeconomic variables exhibit heterogeneous effects on the different countries in the East African community that is macroeconomic factors significantly explain the variation in stock market volatility in Uganda and including these factors in the GARCH-MIDAS model improved its forecasting ability, however, in Kenya it was found that majority of the macroeconomic variables had insignificant effects on stock market volatility and didn’t improve the forecasting ability of the GARCH-MIDAS model.
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