Spanish GDP short-term point and density forecasting using a mixed-frequency dynamic factor model

SERIEs Pub Date : 2024-04-10 DOI:10.1007/s13209-024-00297-3
Diego Fresoli
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Abstract

We have assessed the effect of data releases when constructing short-term point and density forecasts of the Spanish gross domestic product growth. For this purpose, we considered a real-forecasting exercise in which we defined several pseudo-data vintages that had a mixture of monthly and quarterly frequencies and were unbalanced towards the end of the sample. We implemented a mixed-frequency dynamic factor model to deal with data features and to produce gross domestic product forecasts. We evaluated the predictive content of data releases from point and density forecast perspectives, the latter aspect of the analysis being previously unexplored in the literature producing Spanish gross domestic product short-term forecasts. We observed significant improvements in point forecasts as information is released throughout the quarter, confirming existing results. Additionally, our findings indicated substantial enhancements in the accuracy of density forecasts as new data releases materialized.

Abstract Image

利用混合频率动态因素模型预测西班牙国内生产总值短期点和密度
在构建西班牙国内生产总值增长的短期点预测和密度预测时,我们评估了数据发布的影响。为此,我们考虑了一项实际预测工作,在这项工作中,我们定义了几个伪数据年份,这些数据年份混合了月度和季度频率,并且在样本末期是不平衡的。我们采用了一个混合频率动态因素模型来处理数据特征并生成国内生产总值预测。我们从点预测和密度预测的角度评估了数据发布的预测内容,后一方面的分析以前在西班牙国内生产总值短期预测的文献中从未探讨过。我们观察到,随着整个季度信息的发布,点预测有了明显改善,这证实了现有的结果。此外,我们的研究结果表明,随着新数据的发布,密度预测的准确性大幅提高。
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