{"title":"Forecasting a Commodity-Exporting Small Open Developing Economy Using DSGE and DSGE-BVAR","authors":"Erlan Konebayev","doi":"10.1080/10168737.2023.2170443","DOIUrl":null,"url":null,"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.","PeriodicalId":35933,"journal":{"name":"INTERNATIONAL ECONOMIC JOURNAL","volume":null,"pages":null},"PeriodicalIF":0.9000,"publicationDate":"2023-01-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"INTERNATIONAL ECONOMIC JOURNAL","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1080/10168737.2023.2170443","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"ECONOMICS","Score":null,"Total":0}
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.
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.