Please use this identifier to cite or link to this item: http://hdl.handle.net/10419/83391
Authors: 
Babecký, Jan
Havránek, Tomáš
Matějů, Jakub
Rusnák, Marek
Šmídková, Kateřina
Vašíček, Bořek
Year of Publication: 
2011
Series/Report no.: 
IES Working Paper 36/2011
Abstract: 
We provide a critical review of the literature on early warning indicators of economics crises and propose methods to overcome several pitfalls of the previous contributions. We use a quarterly panel of 40 EU and OECD countries for the period 1970-2010. As the response variable, we construct a continuous index of crisis incidence capturing the real costs for the economy. As the potential warning indicators, we evaluate a wide range of variables, selected according to the previous literature and our own considerations. For each potential indicator we determine the optimal lead employing panel vector autoregression, then we select useful indicators employing Bayesian model averaging. We re-estimate the resulting specification by system GMM to account for potential endogeneity of some indicators. Subsequently, to allow for country heterogeneity, we evaluate the random coefficients estimator and illustrate the stability among endogenous clusters. Our results suggest that global variables rank among the most useful early warning indicators. In addition, housing prices emerge consistently as an important domestic source of risk.
Subjects: 
early warning indicators
Bayesian model averaging
panel VAR
dynamic panel
macro-prudential policies
JEL: 
C33
E44
E58
F47
G01
Document Type: 
Working Paper
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