Exchange rates and macroeconomic fundamentals: Evidence of instabilities from time-varying factor loadings

Eric Hillebrand, Jakob Guldbaek Mikkelsen,Lars Spreng,Giovanni Urga

JOURNAL OF APPLIED ECONOMETRICS(2023)

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摘要
We examine the relationship between exchange rates and macroeconomic fundamentals using a two-step maximum likelihood estimator through which we compute time-varying factor loadings. Factors are obtained as principal components, extracted from vintage macro-datasets that combine FRED-MD and OECD databases. Using 14 currencies over 1990-2021, we show that the loadings on the factors vary considerably over time and increase the percentage of explained variation in exchange rates by an order of magnitude. Time-varying loadings improve the overall predictive ability of the model, especially during crises, and lead to better forecasts of sign changes in exchange rates.
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关键词
exchange rate forecasting, foreign exchange rates, high-dimensional factor models, macroeconomic factors, time-varying loadings
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