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Marketing challenges in the #MeToo era: gaining business insights using an exploratory sentiment analysis

The #MeToo movement is among the most impressive social movements of recent years that have attracted stakeholders’ attention and changed social mindsets. The present study seeks to provide a deeper understanding of the challenges involved in the #MeToo movement by identifying the main issues regard...

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Detalles Bibliográficos
Autores principales: Reyes-Menendez, Ana, Saura, Jose Ramon, Filipe, Ferrão
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7109399/
https://www.ncbi.nlm.nih.gov/pubmed/32258475
http://dx.doi.org/10.1016/j.heliyon.2020.e03626
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author Reyes-Menendez, Ana
Saura, Jose Ramon
Filipe, Ferrão
author_facet Reyes-Menendez, Ana
Saura, Jose Ramon
Filipe, Ferrão
author_sort Reyes-Menendez, Ana
collection PubMed
description The #MeToo movement is among the most impressive social movements of recent years that have attracted stakeholders’ attention and changed social mindsets. The present study seeks to provide a deeper understanding of the challenges involved in the #MeToo movement by identifying the main issues regarding business and marketing activities. To this end, the analysis of user-generated content (UGC) on Twitter was performed to extract the tweets with the hashtag “#MeToo” (31,305 tweets). Then, a Latent Dirichlet Allocation (LDA) model was applied to this database to identify topics. In the next step, using a Supervised Vector Machine (SVM) type analysis, we classified the tweets according to the sentiment they express (positive, negative, and neutral). Finally, we performed data text mining using the NVivo software. Our findings underscore the importance of (i) gender equality in communication campaigns, (ii) gender equality at work and (iii) social mobilizations in social networks, as well as suggest that (iv) marketing advertisers should become more inclusive and respectful in their advertising and marketing campaigns. The identified topics may be a starting point for future research on social movements, sociology, sexuality, or machismo in work environment, business and marketing strategies.
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spelling pubmed-71093992020-04-03 Marketing challenges in the #MeToo era: gaining business insights using an exploratory sentiment analysis Reyes-Menendez, Ana Saura, Jose Ramon Filipe, Ferrão Heliyon Article The #MeToo movement is among the most impressive social movements of recent years that have attracted stakeholders’ attention and changed social mindsets. The present study seeks to provide a deeper understanding of the challenges involved in the #MeToo movement by identifying the main issues regarding business and marketing activities. To this end, the analysis of user-generated content (UGC) on Twitter was performed to extract the tweets with the hashtag “#MeToo” (31,305 tweets). Then, a Latent Dirichlet Allocation (LDA) model was applied to this database to identify topics. In the next step, using a Supervised Vector Machine (SVM) type analysis, we classified the tweets according to the sentiment they express (positive, negative, and neutral). Finally, we performed data text mining using the NVivo software. Our findings underscore the importance of (i) gender equality in communication campaigns, (ii) gender equality at work and (iii) social mobilizations in social networks, as well as suggest that (iv) marketing advertisers should become more inclusive and respectful in their advertising and marketing campaigns. The identified topics may be a starting point for future research on social movements, sociology, sexuality, or machismo in work environment, business and marketing strategies. Elsevier 2020-03-25 /pmc/articles/PMC7109399/ /pubmed/32258475 http://dx.doi.org/10.1016/j.heliyon.2020.e03626 Text en © 2020 The Authors. Published by Elsevier Ltd. http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Reyes-Menendez, Ana
Saura, Jose Ramon
Filipe, Ferrão
Marketing challenges in the #MeToo era: gaining business insights using an exploratory sentiment analysis
title Marketing challenges in the #MeToo era: gaining business insights using an exploratory sentiment analysis
title_full Marketing challenges in the #MeToo era: gaining business insights using an exploratory sentiment analysis
title_fullStr Marketing challenges in the #MeToo era: gaining business insights using an exploratory sentiment analysis
title_full_unstemmed Marketing challenges in the #MeToo era: gaining business insights using an exploratory sentiment analysis
title_short Marketing challenges in the #MeToo era: gaining business insights using an exploratory sentiment analysis
title_sort marketing challenges in the #metoo era: gaining business insights using an exploratory sentiment analysis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7109399/
https://www.ncbi.nlm.nih.gov/pubmed/32258475
http://dx.doi.org/10.1016/j.heliyon.2020.e03626
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