Appnome analysis reveals small or no associations between social media app-specific usage and adolescent well-being

The debate on how social media use (SMU) influences adolescent well-being is mostly based on self-reports of SMU. By collecting data and screenshots donated from 374 Swiss adolescents (Meanage = 15.71; SDage = 0.82) over 2 weeks, we created "Appnomes"-app-specific usage metrics on screentime, number of activations, and number of notifications per participant per day derived, and associated them with daily hedonic and eudaimonic well-being. Longer TikTok time predicted lower eudaimonic well-being (β = - 0.08) daily but higher positive emotions (β = 0.06) the next day; longer use of WhatsApp predicted negative emotions (β = 0.06) while more screen activations for WhatsApp predicted greater feelings of connection (β = 0.08). Instagram notification was positively related to increased feeling of focused (β = 0.06) the next day. YouTube screen unlocks predicted more feeling of meaning (β = 0.07) the next day. More Snapchat screentime predicted less relaxed, less competent, and less positive emotions (with - 0.07 < β < - 0.06). Results pointed towards minimal or no effects, challenging the moral panic on the detrimental impact of SMU on teen well-being.

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Publication Details

Journal
Scientific Reports
Published
2024-12-28
DOI
https://doi.org/10.1038/s41598-024-81665-8
Citations
3
Primary Topic
Impact of Technology on Adolescents
Type
article
Field-Weighted Citation Impact
3.40

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article

Appnome analysis reveals small or no associations between social media app-specific usage and adolescent well-being

Laura Marciano, Yuning Liu
3 citations
Scientific Reports
Impact of Technology on Adolescents
3.40
article

Appnome analysis reveals small or no associations between social media app-specific usage and adolescent well-being

Laura Marciano, Yuning Liu
article en
3 citations

Abstract

The debate on how social media use (SMU) influences adolescent well-being is mostly based on self-reports of SMU. By collecting data and screenshots donated from 374 Swiss adolescents (Meanage = 15.71; SDage = 0.82) over 2 weeks, we created "Appnomes"-app-specific usage metrics on screentime, number of activations, and number of notifications per participant per day derived, and associated them with daily hedonic and eudaimonic well-being. Longer TikTok time predicted lower eudaimonic well-being (β = - 0.08) daily but higher positive emotions (β = 0.06) the next day; longer use of WhatsApp predicted negative emotions (β = 0.06) while more screen activations for WhatsApp predicted greater feelings of connection (β = 0.08). Instagram notification was positively related to increased feeling of focused (β = 0.06) the next day. YouTube screen unlocks predicted more feeling of meaning (β = 0.07) the next day. More Snapchat screentime predicted less relaxed, less competent, and less positive emotions (with - 0.07 < β < - 0.06). Results pointed towards minimal or no effects, challenging the moral panic on the detrimental impact of SMU on teen well-being.

Scientific ReportsVol. 14(1)
Harvard University (US), Harvard Global Health Institute (US)
National Science Foundation, Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung, National Institutes of Health, National Institute of Mental Health
Reduced inequalities
Openalex Percentile: Top 7%
Impact of Technology on Adolescents
3.40
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Appnome analysis reveals small or no associations between social media app-specific usage and adolescent well-being — Laura Marciano, Yuning Liu · Scientific Reports (2024) | TGRS Research Map | TGRS