Forecasting a Commodity-Exporting Small Open Developing Economy Using DSGE and DSGE-BVAR

IF 0.9 Q3 ECONOMICS INTERNATIONAL ECONOMIC JOURNAL Pub Date : 2023-01-02 DOI:10.1080/10168737.2023.2170443
Erlan Konebayev
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引用次数: 1

Abstract

In this paper, we assess the forecasting performance of three types of structural models – DSGE, BVAR with Minnesota priors, and DSGE-BVAR – in the context of a commodity-exporting small open developing economy using the data for Kazakhstan. We find that BVAR and DSGE-BVAR models generally produce point forecasts that are more accurate and less biased compared to those of DSGE in the short term, but that BVAR forecasts rapidly deteriorate in quality as the length of the forecast horizon increases. The density forecast analysis shows that when all variables are jointly considered, the models have similar prediction accuracy, and when financial sector variables are omitted, the BVAR and DSGE-BVAR models demonstrate superior performance in the short term.
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基于DSGE和DSGE- bvar的商品出口小型开放发展中经济体预测
在本文中,我们使用哈萨克斯坦的数据评估了三种类型的结构模型——DSGE、具有明尼苏达先验的BVAR和DSGE-BVAR——在商品出口小型开放发展中经济体的背景下的预测性能。我们发现,在短期内,与DSGE相比,BVAR和DSGE-BVAR模型通常会产生更准确、偏差更小的点预测,但BVAR预测的质量随着预测范围的增加而迅速恶化。密度预测分析表明,当联合考虑所有变量时,模型具有相似的预测精度,当省略金融部门变量时,BVAR和DSGE-BVAR模型在短期内表现出优越的性能。
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来源期刊
INTERNATIONAL ECONOMIC JOURNAL
INTERNATIONAL ECONOMIC JOURNAL Economics, Econometrics and Finance-Economics, Econometrics and Finance (all)
CiteScore
2.10
自引率
0.00%
发文量
22
期刊介绍: International Economic Journal is a peer-reviewed, scholarly journal devoted to publishing high-quality papers and sharing original economics research worldwide. We invite theoretical and empirical papers in the broadly-defined development and international economics areas. Papers in other sub-disciplines of economics (e.g., labor, public, money, macro, industrial organizations, health, environment and history) are also welcome if they contain international or cross-national dimensions in their scope and/or implications.
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