Adaptive local VAR for dynamic economic policy uncertainty spillover

IF 4.2 2区 经济学 Q1 ECONOMICS
Niels Gillmann , Ostap Okhrin
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引用次数: 0

Abstract

Economic uncertainty has far-reaching global effects, especially during major crises. This paper introduces an adaptive local vector autoregressive (VAR) model to better understand how uncertainty spreads across countries. The proposed model identifies periods when economic spillovers remain stable, allowing for more precise estimation of their dynamics. Unlike traditional approaches that rely on fixed rolling windows or use all past data, our method adjusts to current conditions, reducing bias and improving accuracy. Using monthly data on Economic Policy Uncertainty (EPU), we show that this approach captures dynamic spillovers more effectively, particularly during unprecedented events like the COVID-19 pandemic and the Global Financial Crisis (GFC). These findings highlight the need for flexible tools in policy-making to address rapidly changing global risks. These findings underscore the importance of flexible tools for analyzing spillovers and allow for further exploration of adaptive methods in economic uncertainty analysis.
动态经济政策不确定性溢出的自适应局部VAR
经济不确定性具有深远的全球影响,特别是在重大危机期间。本文引入了一个自适应局部向量自回归(VAR)模型,以更好地理解不确定性如何在各国之间传播。提出的模型确定了经济溢出保持稳定的时期,从而可以更精确地估计其动态。与依赖固定滚动窗口或使用所有过去数据的传统方法不同,我们的方法可以根据当前情况进行调整,减少偏差并提高准确性。我们利用经济政策不确定性(EPU)月度数据表明,这种方法更有效地捕捉了动态溢出效应,特别是在2019冠状病毒病大流行和全球金融危机等前所未有的事件期间。这些发现突出表明,需要灵活的决策工具来应对迅速变化的全球风险。这些发现强调了分析溢出效应的灵活工具的重要性,并允许进一步探索经济不确定性分析中的适应性方法。
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来源期刊
Economic Modelling
Economic Modelling ECONOMICS-
CiteScore
8.00
自引率
10.60%
发文量
295
期刊介绍: Economic Modelling fills a major gap in the economics literature, providing a single source of both theoretical and applied papers on economic modelling. The journal prime objective is to provide an international review of the state-of-the-art in economic modelling. Economic Modelling publishes the complete versions of many large-scale models of industrially advanced economies which have been developed for policy analysis. Examples are the Bank of England Model and the US Federal Reserve Board Model which had hitherto been unpublished. As individual models are revised and updated, the journal publishes subsequent papers dealing with these revisions, so keeping its readers as up to date as possible.
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