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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...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2013
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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. |
format | Online Article Text |
id | pubmed-3783449 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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