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Point, interval and density forecasts of exchange rates with time-varying parameter models

Angela Abbate () and Massimiliano Marcellino

No 19/2016, Discussion Papers from Deutsche Bundesbank

Abstract: We explore whether modelling parameter time variation improves the point, interval and density forecasts of nine major exchange rates vis-a-vis the US dollar over the period 1976-2015. We find that modelling parameter time variation is needed for an accurate calibration of forecast confidence intervals, and is better suited at long horizons and in high-volatility periods. The biggest forecast improvements are obtained by modelling time variation in the volatilities of the innovations, rather than in the slope parameters. Moreover, we do not find evidence that parameter time variation helps to unravel exchange rate predictability by macroeconomic fundamentals. Finally, an economic evaluation of the different forecast models reveals that controlling for parameter time variation leads to higher portfolios returns, and to higher utility values for investors.

Keywords: exchange rates; forecasting; density forecasts; BVAR; time-varying parameters (search for similar items in EconPapers)
JEL-codes: C11 C53 F31 F37 (search for similar items in EconPapers)
Date: 2016
New Economics Papers: this item is included in nep-for and nep-ger
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Citations: View citations in EconPapers (10)

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Related works:
Journal Article: Point, interval and density forecasts of exchange rates with time varying parameter models (2018) Downloads
Working Paper: Point, interval and density forecasts of exchange rates with time-varying parameter models (2016) Downloads
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Persistent link: https://EconPapers.repec.org/RePEc:zbw:bubdps:192016

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