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...
Guardado en:
Autores principales: | , , , , , , , , , , |
---|---|
Formato: | article |
Lenguaje: | EN |
Publicado: |
Public Library of Science (PLoS)
2013
|
Materias: | |
Acceso en línea: | https://doaj.org/article/e84c8e2b54974bc982d72a411ad35e41 |
Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
id |
oai:doaj.org-article:e84c8e2b54974bc982d72a411ad35e41 |
---|---|
record_format |
dspace |
spelling |
oai:doaj.org-article:e84c8e2b54974bc982d72a411ad35e412021-11-18T08:53:42ZPersonality, gender, and age in the language of social media: the open-vocabulary approach.1932-620310.1371/journal.pone.0073791https://doaj.org/article/e84c8e2b54974bc982d72a411ad35e412013-01-01T00:00:00Zhttps://www.ncbi.nlm.nih.gov/pmc/articles/pmid/24086296/?tool=EBIhttps://doaj.org/toc/1932-6203We 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.H Andrew SchwartzJohannes C EichstaedtMargaret L KernLukasz DziurzynskiStephanie M RamonesMegha AgrawalAchal ShahMichal KosinskiDavid StillwellMartin E P SeligmanLyle H UngarPublic Library of Science (PLoS)articleMedicineRScienceQENPLoS ONE, Vol 8, Iss 9, p e73791 (2013) |
institution |
DOAJ |
collection |
DOAJ |
language |
EN |
topic |
Medicine R Science Q |
spellingShingle |
Medicine R Science Q H Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar Personality, gender, and age in the language of social media: the open-vocabulary approach. |
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 |
article |
author |
H Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar |
author_facet |
H Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar |
author_sort |
H Andrew Schwartz |
title |
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_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_sort |
personality, gender, and age in the language of social media: the open-vocabulary approach. |
publisher |
Public Library of Science (PLoS) |
publishDate |
2013 |
url |
https://doaj.org/article/e84c8e2b54974bc982d72a411ad35e41 |
work_keys_str_mv |
AT handrewschwartz personalitygenderandageinthelanguageofsocialmediatheopenvocabularyapproach AT johannesceichstaedt personalitygenderandageinthelanguageofsocialmediatheopenvocabularyapproach AT margaretlkern personalitygenderandageinthelanguageofsocialmediatheopenvocabularyapproach AT lukaszdziurzynski personalitygenderandageinthelanguageofsocialmediatheopenvocabularyapproach AT stephaniemramones personalitygenderandageinthelanguageofsocialmediatheopenvocabularyapproach AT meghaagrawal personalitygenderandageinthelanguageofsocialmediatheopenvocabularyapproach AT achalshah personalitygenderandageinthelanguageofsocialmediatheopenvocabularyapproach AT michalkosinski personalitygenderandageinthelanguageofsocialmediatheopenvocabularyapproach AT davidstillwell personalitygenderandageinthelanguageofsocialmediatheopenvocabularyapproach AT martinepseligman personalitygenderandageinthelanguageofsocialmediatheopenvocabularyapproach AT lylehungar personalitygenderandageinthelanguageofsocialmediatheopenvocabularyapproach |
_version_ |
1718421235418791936 |