Direction-of-change forecasts based on conditional variance, skewness and kurtosis dynamics: International evidence
Recent theoretical work has revealed a direct connection between asset return volatility forecastability and asset return sign forecastability. This suggests that the pervasive volatility forecastability in equity returns could, via induced sign forecastability, be used to produce direction-of chang...
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sg-smu-ink.soe_research-15372017-01-27T05:27:28Z Direction-of-change forecasts based on conditional variance, skewness and kurtosis dynamics: International evidence Christoffersen, Peter F. Diebold, Francis X. Mariano, Roberto S. Tay, Anthony S. Tse, Yiu Kuen Recent theoretical work has revealed a direct connection between asset return volatility forecastability and asset return sign forecastability. This suggests that the pervasive volatility forecastability in equity returns could, via induced sign forecastability, be used to produce direction-of change forecasts useful for market timing. We attempt to do so in an international sample of developed equity markets, with some success, as assessed by formal probability forecast scoring rules such as the Brier score. An important ingredient is our conditioning not only on conditional mean and variance information, but also conditional skewness and kurtosis information, when forming direction-of-change forecasts. 2007-10-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/soe_research/538 info:doi/10.2139/ssrn.908317 https://ink.library.smu.edu.sg/context/soe_research/article/1537/viewcontent/Direction_of_ChangeForecastsAsianEquityMarkets_2006_afv.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Economics eng Institutional Knowledge at Singapore Management University Econometrics Finance |
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Econometrics Finance Christoffersen, Peter F. Diebold, Francis X. Mariano, Roberto S. Tay, Anthony S. Tse, Yiu Kuen Direction-of-change forecasts based on conditional variance, skewness and kurtosis dynamics: International evidence |
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Recent theoretical work has revealed a direct connection between asset return volatility forecastability and asset return sign forecastability. This suggests that the pervasive volatility forecastability in equity returns could, via induced sign forecastability, be used to produce direction-of change forecasts useful for market timing. We attempt to do so in an international sample of developed equity markets, with some success, as assessed by formal probability forecast scoring rules such as the Brier score. An important ingredient is our conditioning not only on conditional mean and variance information, but also conditional skewness and kurtosis information, when forming direction-of-change forecasts. |
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text |
author |
Christoffersen, Peter F. Diebold, Francis X. Mariano, Roberto S. Tay, Anthony S. Tse, Yiu Kuen |
author_facet |
Christoffersen, Peter F. Diebold, Francis X. Mariano, Roberto S. Tay, Anthony S. Tse, Yiu Kuen |
author_sort |
Christoffersen, Peter F. |
title |
Direction-of-change forecasts based on conditional variance, skewness and kurtosis dynamics: International evidence |
title_short |
Direction-of-change forecasts based on conditional variance, skewness and kurtosis dynamics: International evidence |
title_full |
Direction-of-change forecasts based on conditional variance, skewness and kurtosis dynamics: International evidence |
title_fullStr |
Direction-of-change forecasts based on conditional variance, skewness and kurtosis dynamics: International evidence |
title_full_unstemmed |
Direction-of-change forecasts based on conditional variance, skewness and kurtosis dynamics: International evidence |
title_sort |
direction-of-change forecasts based on conditional variance, skewness and kurtosis dynamics: international evidence |
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Institutional Knowledge at Singapore Management University |
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2007 |
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https://ink.library.smu.edu.sg/soe_research/538 https://ink.library.smu.edu.sg/context/soe_research/article/1537/viewcontent/Direction_of_ChangeForecastsAsianEquityMarkets_2006_afv.pdf |
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