Digital data and personality: A systematic review and meta-analysis of human perception and computer prediction.

J Hinds, AN Joinson - Psychological Bulletin, 2024 - psycnet.apa.org
In recent years, our increasing use of technology has resulted in the production of vast
amounts of data. Consequently, many researchers have analyzed digital data in attempt to …

Predicting the Big 5 personality traits from digital footprints on social media: A meta-analysis

D Azucar, D Marengo, M Settanni - Personality and individual differences, 2018 - Elsevier
The growing use of social media among Internet users produces a vast and new source of
user generated ecological data, such as textual posts and images, which can be collected …

Human and computer personality prediction from digital footprints

J Hinds, A Joinson - Current Directions in Psychological …, 2019 - journals.sagepub.com
Is it possible to judge someone accurately from his or her online activity? The Internet
provides vast opportunities for individuals to present themselves in different ways, from …

Predicting Big Five personality traits from smartphone data: a meta‐analysis on the potential of digital phenotyping

D Marengo, JD Elhai, C Montag - Journal of Personality, 2023 - Wiley Online Library
Objective Since the first study linking recorded smartphone variables to self‐reported
personality in 2011, many additional studies have been published investigating this …

Targeting item–level nuances leads to small but robust improvements in personality prediction from digital footprints

AN Hall, SC Matz - European Journal of Personality, 2020 - journals.sagepub.com
In the past decade, researchers have demonstrated that personality can be accurately
predicted from digital footprint data, including Facebook likes, tweets, blog posts, pictures …

Inferred vs traditional personality assessment: are we predicting the same thing?

P Novikov, L Mararitsa, V Nozdrachev - arXiv preprint arXiv:2103.09632, 2021 - arxiv.org
Machine learning methods are widely used by researchers to predict psychological
characteristics from digital records. To find out whether automatic personality estimates …

Predicting smartphone operating system from personality and individual differences

H Shaw, DA Ellis, LR Kendrick, F Ziegler… - … , Behavior, and Social …, 2016 - liebertpub.com
Android and iPhone devices account for over 90 percent of all smartphones sold worldwide.
Despite being very similar in functionality, current discourse and marketing campaigns …

Who interacts on the Web?: The intersection of users' personality and social media use

T Correa, AW Hinsley, HG De Zuniga - Computers in human behavior, 2010 - Elsevier
In the increasingly user-generated Web, users' personality traits may be crucial factors
leading them to engage in this participatory media. The literature suggests factors such as …

How are personality states associated with smartphone data?

D Rüegger, M Stieger, M Nißen… - European Journal …, 2020 - journals.sagepub.com
Smartphones promise great potential for personality science to study people's everyday life
behaviours. Even though personality psychologists have become increasingly interested in …

KnowMe and ShareMe: understanding automatically discovered personality traits from social media and user sharing preferences

L Gou, MX Zhou, H Yang - Proceedings of the SIGCHI conference on …, 2014 - dl.acm.org
There is much recent work on using the digital footprints left by people on social media to
predict personal traits and gain a deeper understanding of individuals. Due to the veracity of …