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

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چکیده

In the last two decades, empirical evidence has shown that personality traits could be related to characteristics of written language. This study describes a meta-analysis synthesizes 23 independent estimates correlations between Big Five major traits, and some computationally obtained indicators from The results show significant combined correlations, albeit small moderate according Cohen's conventions interpret effect sizes, for five (between r = 0.26 agreeableness neuroticism, 0.30 openness). These are moderated by type information in texts, use prediction mechanisms, source publication primary studies. Generally, same effective moderators operate traits. It is concluded language analyzed through computational methods used extract relevant personality. But further research still needed consider it as predictive or explanatory tool individual differences.

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ژورنال

عنوان ژورنال: Personality and Individual Differences

سال: 2021

ISSN: ['0191-8869', '1873-3549']

DOI: https://doi.org/10.1016/j.paid.2021.110818