Vincent Yaofeng He, Georgie Nutton, Amy Graham, Lisa Hirschausen, Jiunn-Yih Su
Pathways to school success: Self-regulation and executive function, preschool attendance and early academic achievement of Aboriginal and non-Aboriginal children in Australia's Northern Territory
PloS one
recent years increasing use technology resulted production vast amounts data consequently many researchers analyzed digital data attempt understand relationship individuals personalities endeavors inspired efforts divergent fields resulting widely dispersed findings seldom synthesized twopart study draw two distinct areas personality prediction across psychology computer science explore convergent validity selfreports human perception machine learning algorithms identifiability big five traits predictability different types data study 1 five metaanalyses human perception studies integrating findings 24124 individuals rated across 30 independent samples demonstrated moderate convergent validity across traits ranging 038 neuroticism 057 openness study 2 multilevel metaanalysis computer prediction studies reporting 534 effect sizes across 42 studies also demonstrated moderate convergent validity 030 multivariate analyses significant moderators highlighted x facebook sina weibo videos smartphones negative impact variance identified finally synthesizing extant literature discuss measures used assess personality analytical approaches adopted identify strengths limitations across field explain interdisciplinary methodologies could advance testing development psychological theory psycinfo database record c 2024 apa rights reserved