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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Format: | Article |
Language: | English |
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Elsevier
2020-03-01
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Series: | Heliyon |
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Online Access: | http://www.sciencedirect.com/science/article/pii/S2405844020304710 |
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author | Ana Reyes-Menendez Jose Ramon Saura Ferrão Filipe |
author_facet | Ana Reyes-Menendez Jose Ramon Saura Ferrão Filipe |
author_sort | Ana Reyes-Menendez |
collection | DOAJ |
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. |
first_indexed | 2024-12-10T09:25:25Z |
format | Article |
id | doaj.art-13d1127ae03f48ad8a22077451d18a4d |
institution | Directory Open Access Journal |
issn | 2405-8440 |
language | English |
last_indexed | 2024-12-10T09:25:25Z |
publishDate | 2020-03-01 |
publisher | Elsevier |
record_format | Article |
series | Heliyon |
spelling | doaj.art-13d1127ae03f48ad8a22077451d18a4d2022-12-22T01:54:33ZengElsevierHeliyon2405-84402020-03-0163e03626Marketing challenges in the #MeToo era: gaining business insights using an exploratory sentiment analysisAna Reyes-Menendez0Jose Ramon Saura1Ferrão Filipe2Rey Juan Carlos University, SpainRey Juan Carlos University, Spain; Corresponding author.Universidade Portucalense Infante Dom Henrique, PortugalThe #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.http://www.sciencedirect.com/science/article/pii/S2405844020304710Computer science#MeTooSexual harassmentData text miningSentiment analysisSocial media content |
spellingShingle | Ana Reyes-Menendez Jose Ramon Saura Ferrão Filipe Marketing challenges in the #MeToo era: gaining business insights using an exploratory sentiment analysis Heliyon Computer science #MeToo Sexual harassment Data text mining Sentiment analysis Social media content |
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 | Computer science #MeToo Sexual harassment Data text mining Sentiment analysis Social media content |
url | http://www.sciencedirect.com/science/article/pii/S2405844020304710 |
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