Real Men Don’t Say “Cute”

Author:

Carpenter Jordan1,Preotiuc-Pietro Daniel12,Flekova Lucie3,Giorgi Salvatore1,Hagan Courtney1,Kern Margaret L.4,Buffone Anneke E. K.1,Ungar Lyle2,Seligman Martin E. P.1

Affiliation:

1. Department of Psychology, University of Pennsylvania, Philadelphia, PA, USA

2. Department of Computer and Information Science, University of Pennsylvania, Philadelphia, PA, USA

3. Ubiquitous Knowledge Processing Lab (UKP-TUDA), Department of Computer Science, Technische Universität Darmstadt, Darmstadt, Germany

4. Melbourne Graduate School of Education, The University of Melbourne, Victoria, Australia

Abstract

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.

Publisher

SAGE Publications

Subject

Clinical Psychology,Social Psychology

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