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Can personality traits be measured analyzing written language? A meta-analytic study on computational methods

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dc.contributor.authorMoreno, José David
dc.contributor.authorOlmos, Ricardo
dc.contributor.authorJorge Botana, Guillermo de
dc.contributor.authorBotella, Juan
dc.contributor.authorMartínez Huertas, José Ángel
dc.date.accessioned2024-05-20T11:49:50Z
dc.date.available2024-05-20T11:49:50Z
dc.date.issued2021
dc.description.abstractIn the last two decades, empirical evidence has shown that personality traits could be related to the characteristics of written language. This study describes a meta-analysis that synthesizes 23 independent estimates of the correlations between the Big Five major personality traits, and some computationally obtained indicators from written language. The results show significant combined estimates of the correlations, albeit small to moderate according to Cohen’s conventions to interpret effect sizes, for the five traits (between r = 0.26 for agreeableness and neuroticism, and 0.30 for openness). These estimates are moderated by the type of information in the texts, the use of prediction mechanisms, and the source of publication of the primary studies. Generally, the same effective moderators operate for the five traits. It is concluded that written language analyzed through computational methods could be used to extract relevant information of personality. But further research is still needed to consider it as predictive or explanatory tool for individual differences.en
dc.description.versionversión publicada
dc.identifier.doihttps://doi.org/10.1016/j.paid.2021.110818
dc.identifier.issn0191-8869
dc.identifier.urihttps://hdl.handle.net/20.500.14468/12607
dc.journal.titlePersonality and Individual Differences
dc.journal.volume177
dc.language.isoen
dc.publisherElsevier
dc.relation.centerFacultad de Psicología
dc.relation.departmentMetodología de las Ciencias del Comportamiento
dc.rightsinfo:eu-repo/semantics/openAccess
dc.rights.urihttps://creativecommons.org/licenses/by-nc-nd/4.0/deed.es
dc.subject.keywordsMeta-analysis
dc.subject.keywordsPersonality
dc.subject.keywordsBig five
dc.subject.keywordsLanguage
dc.subject.keywordsComputational models of language
dc.titleCan personality traits be measured analyzing written language? A meta-analytic study on computational methodses
dc.typejournal articleen
dc.typeartículoes
dspace.entity.typePublication
relation.isAuthorOfPublicationca510876-0be8-438a-a565-ac5f8953fb78
relation.isAuthorOfPublication.latestForDiscoveryca510876-0be8-438a-a565-ac5f8953fb78
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