Cargando…
Which popular predictor is more useful to forecast international stock markets during the coronavirus pandemic: VIX vs EPU?
This study mainly investigates which predictors (VIX or EPU index) are useful to forecast future volatility for 19 equity indices based on HAR framework during coronavirus pandemic. Out-of-sample analysis shows that the HAR-RV-VIX model exhibits superior forecasting performance for 12 stock markets,...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier Inc.
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7521353/ http://dx.doi.org/10.1016/j.irfa.2020.101596 |
_version_ | 1783587961950961664 |
---|---|
author | Wang, Jiqian Lu, Xinjie He, Feng Ma, Feng |
author_facet | Wang, Jiqian Lu, Xinjie He, Feng Ma, Feng |
author_sort | Wang, Jiqian |
collection | PubMed |
description | This study mainly investigates which predictors (VIX or EPU index) are useful to forecast future volatility for 19 equity indices based on HAR framework during coronavirus pandemic. Out-of-sample analysis shows that the HAR-RV-VIX model exhibits superior forecasting performance for 12 stock markets, while EPU index just can improve forecast accuracy for 5 equity indices, implying that VIX index is more useful for most stock markets' future volatility during coronavirus crisis. The results are robust in recursive window method, alternative realized measures and sub-sample analysis; moreover, VIX index still contains the strongest predictive ability by considering kitchen sink model and mean combination forecast. Furthermore, we further discuss the predictive effect of VIX and EPU index before the coronavirus crisis. Our article provides policy makers, researchers and investors with new insights into exploiting the predictive ability of VIX and EPU index for international stock markets during coronavirus pandemic. |
format | Online Article Text |
id | pubmed-7521353 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Elsevier Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-75213532020-09-29 Which popular predictor is more useful to forecast international stock markets during the coronavirus pandemic: VIX vs EPU? Wang, Jiqian Lu, Xinjie He, Feng Ma, Feng International Review of Financial Analysis Article This study mainly investigates which predictors (VIX or EPU index) are useful to forecast future volatility for 19 equity indices based on HAR framework during coronavirus pandemic. Out-of-sample analysis shows that the HAR-RV-VIX model exhibits superior forecasting performance for 12 stock markets, while EPU index just can improve forecast accuracy for 5 equity indices, implying that VIX index is more useful for most stock markets' future volatility during coronavirus crisis. The results are robust in recursive window method, alternative realized measures and sub-sample analysis; moreover, VIX index still contains the strongest predictive ability by considering kitchen sink model and mean combination forecast. Furthermore, we further discuss the predictive effect of VIX and EPU index before the coronavirus crisis. Our article provides policy makers, researchers and investors with new insights into exploiting the predictive ability of VIX and EPU index for international stock markets during coronavirus pandemic. Elsevier Inc. 2020-11 2020-09-28 /pmc/articles/PMC7521353/ http://dx.doi.org/10.1016/j.irfa.2020.101596 Text en © 2020 Elsevier Inc. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active. |
spellingShingle | Article Wang, Jiqian Lu, Xinjie He, Feng Ma, Feng Which popular predictor is more useful to forecast international stock markets during the coronavirus pandemic: VIX vs EPU? |
title | Which popular predictor is more useful to forecast international stock markets during the coronavirus pandemic: VIX vs EPU? |
title_full | Which popular predictor is more useful to forecast international stock markets during the coronavirus pandemic: VIX vs EPU? |
title_fullStr | Which popular predictor is more useful to forecast international stock markets during the coronavirus pandemic: VIX vs EPU? |
title_full_unstemmed | Which popular predictor is more useful to forecast international stock markets during the coronavirus pandemic: VIX vs EPU? |
title_short | Which popular predictor is more useful to forecast international stock markets during the coronavirus pandemic: VIX vs EPU? |
title_sort | which popular predictor is more useful to forecast international stock markets during the coronavirus pandemic: vix vs epu? |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7521353/ http://dx.doi.org/10.1016/j.irfa.2020.101596 |
work_keys_str_mv | AT wangjiqian whichpopularpredictorismoreusefultoforecastinternationalstockmarketsduringthecoronaviruspandemicvixvsepu AT luxinjie whichpopularpredictorismoreusefultoforecastinternationalstockmarketsduringthecoronaviruspandemicvixvsepu AT hefeng whichpopularpredictorismoreusefultoforecastinternationalstockmarketsduringthecoronaviruspandemicvixvsepu AT mafeng whichpopularpredictorismoreusefultoforecastinternationalstockmarketsduringthecoronaviruspandemicvixvsepu |