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Public Mood and Consumption Choices: Evidence from Sales of Sony Cameras on Taobao
Previous researchers have tried to predict social and economic phenomena with indicators of public mood, which were extracted from online data. This method has been proved to be feasible in many areas such as financial markets, economic operations and even national suicide numbers. However, few prev...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4406764/ https://www.ncbi.nlm.nih.gov/pubmed/25902358 http://dx.doi.org/10.1371/journal.pone.0123129 |
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author | Ma, Qingguo Zhang, Wuke |
author_facet | Ma, Qingguo Zhang, Wuke |
author_sort | Ma, Qingguo |
collection | PubMed |
description | Previous researchers have tried to predict social and economic phenomena with indicators of public mood, which were extracted from online data. This method has been proved to be feasible in many areas such as financial markets, economic operations and even national suicide numbers. However, few previous researches have examined the relationship between public mood and consumption choices at society level. The present study paid attention to the “Diaoyu Island” event, and extracted Chinese public mood data toward Japan from Sina MicroBlog (the biggest social media in China), which demonstrated a significant cross-correlation between the public mood variable and sales of Sony cameras on Taobao (the biggest Chinese e-business company). Afterwards, several candidate predictors of sales were examined and finally three significant stepwise regression models were obtained. Results of models estimation showed that significance (F-statistics), R-square and predictive accuracy (MAPE) all improved due to inclusion of public mood variable. These results indicate that public mood is significantly associated with consumption choices and may be of value in sales forecasting for particular products. |
format | Online Article Text |
id | pubmed-4406764 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-44067642015-05-07 Public Mood and Consumption Choices: Evidence from Sales of Sony Cameras on Taobao Ma, Qingguo Zhang, Wuke PLoS One Research Article Previous researchers have tried to predict social and economic phenomena with indicators of public mood, which were extracted from online data. This method has been proved to be feasible in many areas such as financial markets, economic operations and even national suicide numbers. However, few previous researches have examined the relationship between public mood and consumption choices at society level. The present study paid attention to the “Diaoyu Island” event, and extracted Chinese public mood data toward Japan from Sina MicroBlog (the biggest social media in China), which demonstrated a significant cross-correlation between the public mood variable and sales of Sony cameras on Taobao (the biggest Chinese e-business company). Afterwards, several candidate predictors of sales were examined and finally three significant stepwise regression models were obtained. Results of models estimation showed that significance (F-statistics), R-square and predictive accuracy (MAPE) all improved due to inclusion of public mood variable. These results indicate that public mood is significantly associated with consumption choices and may be of value in sales forecasting for particular products. Public Library of Science 2015-04-22 /pmc/articles/PMC4406764/ /pubmed/25902358 http://dx.doi.org/10.1371/journal.pone.0123129 Text en © 2015 Ma, Zhang http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Ma, Qingguo Zhang, Wuke Public Mood and Consumption Choices: Evidence from Sales of Sony Cameras on Taobao |
title | Public Mood and Consumption Choices: Evidence from Sales of Sony Cameras on Taobao |
title_full | Public Mood and Consumption Choices: Evidence from Sales of Sony Cameras on Taobao |
title_fullStr | Public Mood and Consumption Choices: Evidence from Sales of Sony Cameras on Taobao |
title_full_unstemmed | Public Mood and Consumption Choices: Evidence from Sales of Sony Cameras on Taobao |
title_short | Public Mood and Consumption Choices: Evidence from Sales of Sony Cameras on Taobao |
title_sort | public mood and consumption choices: evidence from sales of sony cameras on taobao |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4406764/ https://www.ncbi.nlm.nih.gov/pubmed/25902358 http://dx.doi.org/10.1371/journal.pone.0123129 |
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