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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...

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Detalles Bibliográficos
Autores principales: Ma, Qingguo, Zhang, Wuke
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
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.
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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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