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What investors say is what the market says: measuring China’s real investor sentiment

This paper describes a novel approach to measure individual investor sentiment using text-based analysis of millions of posts extracted from Chinese financial online forums. We describe how we built a database of more than 200 million stock posts from online financial forums, created GubaLex, a sent...

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Autores principales: Sun, Yunchuan, Zeng, Xiaoping, Zhou, Siyu, Zhao, Han, Thomas, Peter, Hu, Haifeng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer London 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7909732/
https://www.ncbi.nlm.nih.gov/pubmed/33679281
http://dx.doi.org/10.1007/s00779-021-01542-3
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author Sun, Yunchuan
Zeng, Xiaoping
Zhou, Siyu
Zhao, Han
Thomas, Peter
Hu, Haifeng
author_facet Sun, Yunchuan
Zeng, Xiaoping
Zhou, Siyu
Zhao, Han
Thomas, Peter
Hu, Haifeng
author_sort Sun, Yunchuan
collection PubMed
description This paper describes a novel approach to measure individual investor sentiment using text-based analysis of millions of posts extracted from Chinese financial online forums. We describe how we built a database of more than 200 million stock posts from online financial forums, created GubaLex, a sentiment dictionary consisting of 48,878 words to allow sentiment analysis, and how we developed GubaSenti, an individual investor sentiment index for the stock market in China. This allowed (1) the first systemic measurement of individual investor sentiment in China; (2) an approach to text-based analysis that reflects investor sentiment about millions of posts about stocks listed in Guba; (3) a way to flexibly measure investor sentiment of a single stock, a sector or an industry and the whole market; and (4) made this possible for daily, weekly, monthly, quarterly, and yearly time periods. We also examine the relationship of the sentiment proxy and stock returns and compare it with two typical BW metrics in China. Empirical results show that GubaSenti correlates better with market performance than BW metrics in China and can be used to predict market changes in the short term.
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spelling pubmed-79097322021-03-01 What investors say is what the market says: measuring China’s real investor sentiment Sun, Yunchuan Zeng, Xiaoping Zhou, Siyu Zhao, Han Thomas, Peter Hu, Haifeng Pers Ubiquitous Comput Original Article This paper describes a novel approach to measure individual investor sentiment using text-based analysis of millions of posts extracted from Chinese financial online forums. We describe how we built a database of more than 200 million stock posts from online financial forums, created GubaLex, a sentiment dictionary consisting of 48,878 words to allow sentiment analysis, and how we developed GubaSenti, an individual investor sentiment index for the stock market in China. This allowed (1) the first systemic measurement of individual investor sentiment in China; (2) an approach to text-based analysis that reflects investor sentiment about millions of posts about stocks listed in Guba; (3) a way to flexibly measure investor sentiment of a single stock, a sector or an industry and the whole market; and (4) made this possible for daily, weekly, monthly, quarterly, and yearly time periods. We also examine the relationship of the sentiment proxy and stock returns and compare it with two typical BW metrics in China. Empirical results show that GubaSenti correlates better with market performance than BW metrics in China and can be used to predict market changes in the short term. Springer London 2021-02-26 2021 /pmc/articles/PMC7909732/ /pubmed/33679281 http://dx.doi.org/10.1007/s00779-021-01542-3 Text en © The Author(s), under exclusive licence to Springer-Verlag London Ltd. part of Springer Nature 2021 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Original Article
Sun, Yunchuan
Zeng, Xiaoping
Zhou, Siyu
Zhao, Han
Thomas, Peter
Hu, Haifeng
What investors say is what the market says: measuring China’s real investor sentiment
title What investors say is what the market says: measuring China’s real investor sentiment
title_full What investors say is what the market says: measuring China’s real investor sentiment
title_fullStr What investors say is what the market says: measuring China’s real investor sentiment
title_full_unstemmed What investors say is what the market says: measuring China’s real investor sentiment
title_short What investors say is what the market says: measuring China’s real investor sentiment
title_sort what investors say is what the market says: measuring china’s real investor sentiment
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7909732/
https://www.ncbi.nlm.nih.gov/pubmed/33679281
http://dx.doi.org/10.1007/s00779-021-01542-3
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