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Real Men Don’t Say “Cute”

Using Automatic Language Analysis to Isolate Inaccurate Aspects of Stereotypes

Bibliographic Data

ID21210015
AuthorsJordan Carpenter (0000-0001-6918-6286, University of Pennsylvania, corresponding author), Daniel Preotiuc-Pietro (0000-0002-4504-0212, University of Pennsylvania), Lucie Flek (0000-0002-5995-8454, Technische Universität Darmstadt), Lucie Flekova (Technische Universität Darmstadt), Sabina Giorgi (0000-0001-7381-6295, University of Pennsylvania), Courtney Hagan (0000-0002-3427-9535, University of Pennsylvania), Maria Lúcia Kern (0000-0003-4300-598X, The University of Melbourne), Anneke Buffone (University of Pennsylvania), Anneke E K Buffone (University of Pennsylvania), Lyle Ungar (0000-0003-2047-1443, University of Pennsylvania), Martin E P Seligman (0000-0002-2028-0009, University of Pennsylvania)
Year2017
Volume8
Issue3
Pages310-322
Publication date2017-04-01
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueSocial Psychological and Personality Science (JOURNAL)
Journal identifiersISSN: 1948-5506 • E-ISSN: 1948-5514
PublisherSAGE Publications (PUBLISHER • US)
DOI10.1177/1948550616671998
OpenAlexW2551256420
LanguageEN
Citations received4
References cited33

People associate certain behaviors with certain social groups. These stereotypical beliefs consist of both accurate and inaccurate associations. Using large-scale, data-driven methods with social media as a context, we isolate stereotypes by using verbal expression. Across four social categories—gender, age, education level, and political orientation—we identify words and phrases that lead people to incorrectly guess the social category of the writer. Although raters often correctly categorize authors, they overestimate the importance of some stereotype-congruent signal. Findings suggest that data-driven approaches might be a valuable and ecologically valid tool for identifying even subtle aspects of stereotypes and highlighting the facets that are exaggerated or misapplied

Biology and political orientation · Categorization · Cognitive psychology · Linguistics · Perception · Politics · Social category · Social perception · Computational and Text Analysis Methods · Hate Speech and Cyberbullying Detection · Psychology · Social and Intergroup Psychology · Social Psychology

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Unique citing works4
Citations per year0,5
Citation span2018 - 2024 (7)
Citation velocityrecent
Highly citedNo
Citation typesNeutral: 4

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