Macroeconomic Uncertainty and Vector Autoregressions

Working Paper: CEPR ID: DP15692

Authors: Mario Forni; Luca Gambetti; Luca Sala

Abstract: We estimate measures of macroeconomic uncertainty and compute the effects of uncertainty shocks by means of a new simple procedure based on standard VARs. Uncertainty and its effects are estimated using a single model so to ensure internal consistency. Under suitable assumptions, our procedure is equivalent to using the square of the VAR forecast error as an external instrument in a proxy SVAR. Our procedure allows to add orthogonality constraints to the standard proxy SVAR identification scheme. We apply our method to a US data set; we find that uncertainty is mainly exogenous and is responsible of a large fraction of business-cycle fluctuations.

Keywords: uncertainty shocks; VAR models; OLS estimation; stochastic volatility

JEL Codes: C32; E32


Causal Claims Network Graph

Edges that are evidenced by causal inference methods are in orange, and the rest are in light blue.


Causal Claims

CauseEffect
Uncertainty shocks (D89)Output (Y10)
Uncertainty shocks (D89)Unemployment (J64)
VAR model variables (C32)Uncertainty estimates (C13)
Uncertainty estimates (C13)Economic conditions (E66)

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