The macroeconomic impact of asymmetric uncertainty shocks

Q1 Economics, Econometrics and Finance
Henrik Müller , Boris Blagov , Torsten Schmidt , Jonas Rieger , Carsten Jentsch
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引用次数: 0

Abstract

Political shocks impact the economy in different ways, depending of their nature. To capture these effects effectively, we present the Uncertainty Perception Indicator (UPI) based on German newspaper content. This approach combines the time-inherent stability of simple counts of articles with the thematic openness and flexibility of topic models. Using the dynamic RollingLDA technique facilitates the close-to-real-time identification of both the magnitude of an uncertainty shock and its specific characteristics. Hence, the UPI could prove highly useful for economic forecasters and policymakers, since it renders possible more timely and targeted policy reactions.
Employing a Bayesian VAR approach, we analyze the effects of various UPI shocks on fixed investment and other macroeconomic variables. Our results document the asymmetric nature of uncertainty shocks, as their consequences are dependent on the respective sources of uncertainty. We find that international shocks only have weak effects on the German macroeconomy, while domestic policy shocks prove to be highly significant. These results markedly differ from earlier studies that, in the case of Germany, tend to maintain the opposite.
不对称不确定性冲击的宏观经济影响
政治冲击以不同的方式影响经济,这取决于它们的性质。为了有效地捕捉这些影响,我们提出了基于德国报纸内容的不确定性感知指标(UPI)。这种方法结合了简单文章计数的时间固有稳定性和主题模型的主题开放性和灵活性。使用动态滚动lda技术有助于接近实时地识别不确定性冲击的大小及其特定特性。因此,UPI可能对经济预测者和政策制定者非常有用,因为它使更及时、更有针对性的政策反应成为可能。采用贝叶斯VAR方法,分析了各种UPI冲击对固定投资和其他宏观经济变量的影响。我们的结果记录了不确定性冲击的不对称性质,因为它们的后果取决于各自的不确定性来源。我们发现,国际冲击对德国宏观经济的影响较弱,而国内政策冲击对德国宏观经济的影响非常显著。这些结果明显不同于早期的研究,在德国的情况下,倾向于维持相反的结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of Economic Asymmetries
Journal of Economic Asymmetries Economics, Econometrics and Finance-Economics, Econometrics and Finance (all)
CiteScore
4.80
自引率
0.00%
发文量
42
审稿时长
50 days
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