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Beyond the image: the role of text in shaping meme engagement reddit

datacite.subject.fosCiências Sociais::Economia e Gestão
dc.contributor.advisorBatikas, Michail
dc.contributor.authorDinis, Marta
dc.date.accessioned2026-04-06T09:10:45Z
dc.date.available2026-04-06T09:10:45Z
dc.date.issued2025-01-22
dc.date.submitted2025-01-22
dc.description.abstractThe study explores how textual elements in memes and titles influence engagement on Reddit. Using OCR, NLP, and sentiment analysis, it examines text presence, length, and sentiment to assess their impact on score, comments, and awards. Posts from r/memes are analyzed through regression models and machine learning techniques to identify key textual drivers of meme virality. Findings offer insights into how linguistic features shape engagement, providing a framework for understanding text’s role in meme success. This research aids content creators and marketers in optimizing engagement strategies by leveraging textual components in meme design.eng
dc.identifier.tid204133904
dc.identifier.urihttp://hdl.handle.net/10362/202027
dc.language.isoeng
dc.relationUID/ECO/00124/2013
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/
dc.subjectReddit
dc.subjectMemes
dc.subjectNLP
dc.subjectOCR
dc.subjectRegression
dc.titleBeyond the image: the role of text in shaping meme engagement redditeng
dc.typemaster thesis
dspace.entity.typePublication
thesis.degree.nameA Work Project, presented as part of the requirements for the Award of a Master’s degree in Business Analytics from the Nova School of Business and Economics

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