What Is Important When We Evaluate Movies? Insights from Computational Analysis of Online Reviews

Detalhes bibliográficos
Autor(a) principal: Schneider, Frank M.
Data de Publicação: 2020
Outros Autores: Domahidi, Emese, Dietrich, Felix
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: https://doi.org/10.17645/mac.v8i3.3134
Resumo: The question of what is important when we evaluate movies is crucial for understanding how lay audiences experience and evaluate entertainment products such as films. In line with this, subjective movie evaluation criteria (SMEC) have been conceptualized as mental representations of important attitudes toward specific film features. Based on exploratory and confirmatory factor analyses of self-report data from online surveys, previous research has found and validated eight dimensions. Given the large-scale evaluative information that is available in online users’ comments in movie databases, it seems likely that what online users write about movies may enrich our knowledge about SMEC. As a first fully exploratory attempt, drawing on an open-source dataset including movie reviews from IMDb, we estimated a correlated topic model to explore the underlying topics of those reviews. In 35,136 online movie reviews, the most prevalent topics tapped into three major categories—Hedonism, Actors’ Performance, and Narrative—and indicated what reviewers mostly wrote about. Although a qualitative analysis of the reviews revealed that users mention certain SMEC, results of the topic model covered only two SMEC: Story Innovation and Light-heartedness. Implications for SMEC and entertainment research are discussed.
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spelling What Is Important When We Evaluate Movies? Insights from Computational Analysis of Online Reviewsentertainment media; IMDb; movie evaluation; movie reviews; topic modeling; self-reportsThe question of what is important when we evaluate movies is crucial for understanding how lay audiences experience and evaluate entertainment products such as films. In line with this, subjective movie evaluation criteria (SMEC) have been conceptualized as mental representations of important attitudes toward specific film features. Based on exploratory and confirmatory factor analyses of self-report data from online surveys, previous research has found and validated eight dimensions. Given the large-scale evaluative information that is available in online users’ comments in movie databases, it seems likely that what online users write about movies may enrich our knowledge about SMEC. As a first fully exploratory attempt, drawing on an open-source dataset including movie reviews from IMDb, we estimated a correlated topic model to explore the underlying topics of those reviews. In 35,136 online movie reviews, the most prevalent topics tapped into three major categories—Hedonism, Actors’ Performance, and Narrative—and indicated what reviewers mostly wrote about. Although a qualitative analysis of the reviews revealed that users mention certain SMEC, results of the topic model covered only two SMEC: Story Innovation and Light-heartedness. Implications for SMEC and entertainment research are discussed.Cogitatio2020-08-13info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttps://doi.org/10.17645/mac.v8i3.3134oai:ojs.cogitatiopress.com:article/3134Media and Communication; Vol 8, No 3 (2020): Computational Approaches to Media Entertainment Research; 153-1632183-2439reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAPenghttps://www.cogitatiopress.com/mediaandcommunication/article/view/3134https://doi.org/10.17645/mac.v8i3.3134https://www.cogitatiopress.com/mediaandcommunication/article/view/3134/3134https://www.cogitatiopress.com/mediaandcommunication/article/downloadSuppFile/3134/1236Copyright (c) 2020 Frank M. Schneider, Emese Domahidi, Felix Dietrichhttp://creativecommons.org/licenses/by/4.0info:eu-repo/semantics/openAccessSchneider, Frank M.Domahidi, EmeseDietrich, Felix2022-12-20T10:58:42Zoai:ojs.cogitatiopress.com:article/3134Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T16:21:00.291264Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv What Is Important When We Evaluate Movies? Insights from Computational Analysis of Online Reviews
title What Is Important When We Evaluate Movies? Insights from Computational Analysis of Online Reviews
spellingShingle What Is Important When We Evaluate Movies? Insights from Computational Analysis of Online Reviews
Schneider, Frank M.
entertainment media; IMDb; movie evaluation; movie reviews; topic modeling; self-reports
title_short What Is Important When We Evaluate Movies? Insights from Computational Analysis of Online Reviews
title_full What Is Important When We Evaluate Movies? Insights from Computational Analysis of Online Reviews
title_fullStr What Is Important When We Evaluate Movies? Insights from Computational Analysis of Online Reviews
title_full_unstemmed What Is Important When We Evaluate Movies? Insights from Computational Analysis of Online Reviews
title_sort What Is Important When We Evaluate Movies? Insights from Computational Analysis of Online Reviews
author Schneider, Frank M.
author_facet Schneider, Frank M.
Domahidi, Emese
Dietrich, Felix
author_role author
author2 Domahidi, Emese
Dietrich, Felix
author2_role author
author
dc.contributor.author.fl_str_mv Schneider, Frank M.
Domahidi, Emese
Dietrich, Felix
dc.subject.por.fl_str_mv entertainment media; IMDb; movie evaluation; movie reviews; topic modeling; self-reports
topic entertainment media; IMDb; movie evaluation; movie reviews; topic modeling; self-reports
description The question of what is important when we evaluate movies is crucial for understanding how lay audiences experience and evaluate entertainment products such as films. In line with this, subjective movie evaluation criteria (SMEC) have been conceptualized as mental representations of important attitudes toward specific film features. Based on exploratory and confirmatory factor analyses of self-report data from online surveys, previous research has found and validated eight dimensions. Given the large-scale evaluative information that is available in online users’ comments in movie databases, it seems likely that what online users write about movies may enrich our knowledge about SMEC. As a first fully exploratory attempt, drawing on an open-source dataset including movie reviews from IMDb, we estimated a correlated topic model to explore the underlying topics of those reviews. In 35,136 online movie reviews, the most prevalent topics tapped into three major categories—Hedonism, Actors’ Performance, and Narrative—and indicated what reviewers mostly wrote about. Although a qualitative analysis of the reviews revealed that users mention certain SMEC, results of the topic model covered only two SMEC: Story Innovation and Light-heartedness. Implications for SMEC and entertainment research are discussed.
publishDate 2020
dc.date.none.fl_str_mv 2020-08-13
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https://doi.org/10.17645/mac.v8i3.3134
https://www.cogitatiopress.com/mediaandcommunication/article/view/3134/3134
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dc.rights.driver.fl_str_mv Copyright (c) 2020 Frank M. Schneider, Emese Domahidi, Felix Dietrich
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rights_invalid_str_mv Copyright (c) 2020 Frank M. Schneider, Emese Domahidi, Felix Dietrich
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dc.source.none.fl_str_mv Media and Communication; Vol 8, No 3 (2020): Computational Approaches to Media Entertainment Research; 153-163
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