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Can Google Trends search queries contribute to risk diversification?
Portfolio diversification and active risk management are essential parts of financial analysis which became even more crucial (and questioned) during and after the years of the Global Financial Crisis. We propose a novel approach to portfolio diversification using the information of searched items o...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group
2013
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3776958/ https://www.ncbi.nlm.nih.gov/pubmed/24048448 http://dx.doi.org/10.1038/srep02713 |
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author | Kristoufek, Ladislav |
author_facet | Kristoufek, Ladislav |
author_sort | Kristoufek, Ladislav |
collection | PubMed |
description | Portfolio diversification and active risk management are essential parts of financial analysis which became even more crucial (and questioned) during and after the years of the Global Financial Crisis. We propose a novel approach to portfolio diversification using the information of searched items on Google Trends. The diversification is based on an idea that popularity of a stock measured by search queries is correlated with the stock riskiness. We penalize the popular stocks by assigning them lower portfolio weights and we bring forward the less popular, or peripheral, stocks to decrease the total riskiness of the portfolio. Our results indicate that such strategy dominates both the benchmark index and the uniformly weighted portfolio both in-sample and out-of-sample. |
format | Online Article Text |
id | pubmed-3776958 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-37769582013-09-22 Can Google Trends search queries contribute to risk diversification? Kristoufek, Ladislav Sci Rep Article Portfolio diversification and active risk management are essential parts of financial analysis which became even more crucial (and questioned) during and after the years of the Global Financial Crisis. We propose a novel approach to portfolio diversification using the information of searched items on Google Trends. The diversification is based on an idea that popularity of a stock measured by search queries is correlated with the stock riskiness. We penalize the popular stocks by assigning them lower portfolio weights and we bring forward the less popular, or peripheral, stocks to decrease the total riskiness of the portfolio. Our results indicate that such strategy dominates both the benchmark index and the uniformly weighted portfolio both in-sample and out-of-sample. Nature Publishing Group 2013-09-19 /pmc/articles/PMC3776958/ /pubmed/24048448 http://dx.doi.org/10.1038/srep02713 Text en Copyright © 2013, Macmillan Publishers Limited. All rights reserved http://creativecommons.org/licenses/by-nc-sa/3.0/ This work is licensed under a Creative Commons Attribution-NonCommercial-ShareALike 3.0 Unported License. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-sa/3.0/ |
spellingShingle | Article Kristoufek, Ladislav Can Google Trends search queries contribute to risk diversification? |
title | Can Google Trends search queries contribute to risk diversification? |
title_full | Can Google Trends search queries contribute to risk diversification? |
title_fullStr | Can Google Trends search queries contribute to risk diversification? |
title_full_unstemmed | Can Google Trends search queries contribute to risk diversification? |
title_short | Can Google Trends search queries contribute to risk diversification? |
title_sort | can google trends search queries contribute to risk diversification? |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3776958/ https://www.ncbi.nlm.nih.gov/pubmed/24048448 http://dx.doi.org/10.1038/srep02713 |
work_keys_str_mv | AT kristoufekladislav cangoogletrendssearchqueriescontributetoriskdiversification |