G2TT
来源类型Discussion paper
规范类型论文
来源IDDP15109
DP15109 Modeling and Forecasting Macroeconomic Downside Risk
Davide Delle Monache; Andrea De Polis; Ivan Petrella
发表日期2020-07-30
出版年2020
语种英语
摘要We investigate the relation between downside risk to the economy and the financial markets within a fully parametric model. We characterize the complete predictive distribution of GDP growth employing a Skew-t distribution with time-varying location, scale, and shape, for which we model both secular trends and cyclical changes. Episodes of downside risk are characterized by increasing negative asymmetry, which emerges as a clear feature of the data. Negatively skewed predictive distributions arise ahead and during recessions, and tend to be anticipated by tightening of financial conditions. Indicators of excess leverage and household credit outstanding are found to be significant drivers of downside risk. Moreover, the Great Recession marks a significant shift in the unconditional distribution of GDP growth, which has featured a distinct negative skewness since then. The model delivers competitive out-of-sample (point and density) forecasts, improving upon standard benchmarks, especially due to financial conditions providing a strong signal of increasing downside risk.
主题Monetary Economics and Fluctuations
关键词Business cycle Financial conditions Downside risk Skewness Score driven models
URLhttps://cepr.org/publications/dp15109-0
来源智库Centre for Economic Policy Research (United Kingdom)
资源类型智库出版物
条目标识符http://119.78.100.153/handle/2XGU8XDN/544068
推荐引用方式
GB/T 7714
Davide Delle Monache,Andrea De Polis,Ivan Petrella. DP15109 Modeling and Forecasting Macroeconomic Downside Risk. 2020.
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