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Personality, Gender, and Age in the Language of Social Media: The Open-Vocabulary Approach

We analyzed 700 million words, phrases, and topic instances collected from the Facebook messages of 75,000 volunteers, who also took standard personality tests, and found striking variations in language with personality, gender, and age. In our open-vocabulary technique, the data itself drives a com...

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Autores principales: Schwartz, H. Andrew, Eichstaedt, Johannes C., Kern, Margaret L., Dziurzynski, Lukasz, Ramones, Stephanie M., Agrawal, Megha, Shah, Achal, Kosinski, Michal, Stillwell, David, Seligman, Martin E. P., Ungar, Lyle H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3783449/
https://www.ncbi.nlm.nih.gov/pubmed/24086296
http://dx.doi.org/10.1371/journal.pone.0073791
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author Schwartz, H. Andrew
Eichstaedt, Johannes C.
Kern, Margaret L.
Dziurzynski, Lukasz
Ramones, Stephanie M.
Agrawal, Megha
Shah, Achal
Kosinski, Michal
Stillwell, David
Seligman, Martin E. P.
Ungar, Lyle H.
author_facet Schwartz, H. Andrew
Eichstaedt, Johannes C.
Kern, Margaret L.
Dziurzynski, Lukasz
Ramones, Stephanie M.
Agrawal, Megha
Shah, Achal
Kosinski, Michal
Stillwell, David
Seligman, Martin E. P.
Ungar, Lyle H.
author_sort Schwartz, H. Andrew
collection PubMed
description We analyzed 700 million words, phrases, and topic instances collected from the Facebook messages of 75,000 volunteers, who also took standard personality tests, and found striking variations in language with personality, gender, and age. In our open-vocabulary technique, the data itself drives a comprehensive exploration of language that distinguishes people, finding connections that are not captured with traditional closed-vocabulary word-category analyses. Our analyses shed new light on psychosocial processes yielding results that are face valid (e.g., subjects living in high elevations talk about the mountains), tie in with other research (e.g., neurotic people disproportionately use the phrase ‘sick of’ and the word ‘depressed’), suggest new hypotheses (e.g., an active life implies emotional stability), and give detailed insights (males use the possessive ‘my’ when mentioning their ‘wife’ or ‘girlfriend’ more often than females use ‘my’ with ‘husband’ or 'boyfriend’). To date, this represents the largest study, by an order of magnitude, of language and personality.
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spelling pubmed-37834492013-10-01 Personality, Gender, and Age in the Language of Social Media: The Open-Vocabulary Approach Schwartz, H. Andrew Eichstaedt, Johannes C. Kern, Margaret L. Dziurzynski, Lukasz Ramones, Stephanie M. Agrawal, Megha Shah, Achal Kosinski, Michal Stillwell, David Seligman, Martin E. P. Ungar, Lyle H. PLoS One Research Article We analyzed 700 million words, phrases, and topic instances collected from the Facebook messages of 75,000 volunteers, who also took standard personality tests, and found striking variations in language with personality, gender, and age. In our open-vocabulary technique, the data itself drives a comprehensive exploration of language that distinguishes people, finding connections that are not captured with traditional closed-vocabulary word-category analyses. Our analyses shed new light on psychosocial processes yielding results that are face valid (e.g., subjects living in high elevations talk about the mountains), tie in with other research (e.g., neurotic people disproportionately use the phrase ‘sick of’ and the word ‘depressed’), suggest new hypotheses (e.g., an active life implies emotional stability), and give detailed insights (males use the possessive ‘my’ when mentioning their ‘wife’ or ‘girlfriend’ more often than females use ‘my’ with ‘husband’ or 'boyfriend’). To date, this represents the largest study, by an order of magnitude, of language and personality. Public Library of Science 2013-09-25 /pmc/articles/PMC3783449/ /pubmed/24086296 http://dx.doi.org/10.1371/journal.pone.0073791 Text en © 2013 Schwartz et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Schwartz, H. Andrew
Eichstaedt, Johannes C.
Kern, Margaret L.
Dziurzynski, Lukasz
Ramones, Stephanie M.
Agrawal, Megha
Shah, Achal
Kosinski, Michal
Stillwell, David
Seligman, Martin E. P.
Ungar, Lyle H.
Personality, Gender, and Age in the Language of Social Media: The Open-Vocabulary Approach
title Personality, Gender, and Age in the Language of Social Media: The Open-Vocabulary Approach
title_full Personality, Gender, and Age in the Language of Social Media: The Open-Vocabulary Approach
title_fullStr Personality, Gender, and Age in the Language of Social Media: The Open-Vocabulary Approach
title_full_unstemmed Personality, Gender, and Age in the Language of Social Media: The Open-Vocabulary Approach
title_short Personality, Gender, and Age in the Language of Social Media: The Open-Vocabulary Approach
title_sort personality, gender, and age in the language of social media: the open-vocabulary approach
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3783449/
https://www.ncbi.nlm.nih.gov/pubmed/24086296
http://dx.doi.org/10.1371/journal.pone.0073791
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