TY - JOUR
T1 - Currency crises early warning systems: Why they should be dynamic
AU - Candelon, B.
AU - Dumitrescu, E-I.
AU - Hurlin, C.
PY - 2014/1/1
Y1 - 2014/1/1
N2 - Traditionally, financial crisis Early Warning Systems (EWSs) have relied on macroeconomic leading indicators when forecasting the occurrence of such events. This paper extends such discrete-choice EWSs by taking the persistence of the crisis phenomenon into account. The dynamic logit EWS is estimated using an exact maximum likelihood estimation method in both a country-by-country and a panel framework. The forecasting abilities of this model are then scrutinized using an evaluation methodology which was designed recently, specifically for EWSs. When used for predicting currency crises for 16 countries, this new EWS turns out to exhibit significantly better predictive abilities than the existing static one, both in- and out-of-sample, thus supporting the use of dynamic specifications for EWSs for financial crises.
AB - Traditionally, financial crisis Early Warning Systems (EWSs) have relied on macroeconomic leading indicators when forecasting the occurrence of such events. This paper extends such discrete-choice EWSs by taking the persistence of the crisis phenomenon into account. The dynamic logit EWS is estimated using an exact maximum likelihood estimation method in both a country-by-country and a panel framework. The forecasting abilities of this model are then scrutinized using an evaluation methodology which was designed recently, specifically for EWSs. When used for predicting currency crises for 16 countries, this new EWS turns out to exhibit significantly better predictive abilities than the existing static one, both in- and out-of-sample, thus supporting the use of dynamic specifications for EWSs for financial crises.
U2 - 10.1016/j.ijforecast.2014.03.015
DO - 10.1016/j.ijforecast.2014.03.015
M3 - Article
SN - 0169-2070
VL - 30
SP - 1016
EP - 1029
JO - International Journal of Forecasting
JF - International Journal of Forecasting
IS - 4
ER -