TY - JOUR
T1 - Associations between social media use and cognitive abilities
T2 - Results from a large-scale study of adolescents
AU - Stieger, Stefan
AU - Wunderl, Sabine
N1 - Funding Information:
We thank Petra Freinberger for her support in data processing and Viren Swami and Veronika Ploke for their useful comments. Furthermore, we thank Robert Wunderl for his technical support at the Austrian Institute for Economic Development.
Publisher Copyright:
© 2022 The Authors
PY - 2022/10
Y1 - 2022/10
N2 - In adolescence, smartphone use in general and social media use in particular has often been associated with negative effects, such as higher anxiety levels and body dissatisfaction. Other outcomes – such as fundamental cognitive abilities and skills (e.g., intelligence, information processing, spatial perception) – have rarely been the focus of research. Here, we analysed data from a large sample of adolescents (12–16 years; N > 12,000) who performed a series of psychometric tests ranging from intelligence, spatial perception, and information processing, to practical numeracy, and compared their test results with their social media usage (average active and passive time per day, problematic social media use). We additionally applied a random-forest model approach, useful for designs with many predictors and expected small effect sizes. Almost all associations did not outperform known age- and sex-differences on social media use; that is, effect sizes were small-to-tiny and had low importance in the random-forest analyses compared to dominant demographic effects. Negative effects of social media use may have been overstated in past research, at least in samples with adolescents.
AB - In adolescence, smartphone use in general and social media use in particular has often been associated with negative effects, such as higher anxiety levels and body dissatisfaction. Other outcomes – such as fundamental cognitive abilities and skills (e.g., intelligence, information processing, spatial perception) – have rarely been the focus of research. Here, we analysed data from a large sample of adolescents (12–16 years; N > 12,000) who performed a series of psychometric tests ranging from intelligence, spatial perception, and information processing, to practical numeracy, and compared their test results with their social media usage (average active and passive time per day, problematic social media use). We additionally applied a random-forest model approach, useful for designs with many predictors and expected small effect sizes. Almost all associations did not outperform known age- and sex-differences on social media use; that is, effect sizes were small-to-tiny and had low importance in the random-forest analyses compared to dominant demographic effects. Negative effects of social media use may have been overstated in past research, at least in samples with adolescents.
KW - Adolescents
KW - Cognitive ability
KW - Intelligence
KW - Random-forest model
KW - Social media use
UR - http://www.scopus.com/inward/record.url?scp=85132527259&partnerID=8YFLogxK
U2 - 10.1016/j.chb.2022.107358
DO - 10.1016/j.chb.2022.107358
M3 - Journal article
AN - SCOPUS:85132527259
SN - 0747-5632
VL - 135
JO - Computers in Human Behavior
JF - Computers in Human Behavior
M1 - 107358
ER -