6533b830fe1ef96bd1297a12

RESEARCH PRODUCT

Forecasting Financial Crises and Contagion in Asia Using Dynamic Factor Analysis

Andrea CipolliniAndrea CipolliniGeorge Kapetanios

subject

FinanceFinancial contagionbusiness.industryDynamic factorStochastic simulationPrincipal component analysisEconomicsVulnerabilityProbitEast AsiabusinessCurrency crisis

description

In this paper we use principal components analysis to obtain vulnerability indicators able to predict financial turmoil. Probit modelling through principal components and also stochastic simulation of a Dynamic Factor model are used to produce the corresponding probability forecasts regarding the currency crisis events affecting a number of East Asian countries during the 1997-1998 period. The principal components model improves upon a number of competing models, in terms of out-of-sample forecasting performance.

https://doi.org/10.2139/ssrn.786845