Related Experiment Video
Updated: Jun 2, 2026

Integrating Computerized Linguistic and Social Network Analyses to Capture Addiction Recovery Capital in an Online Community
Published on: May 31, 2019
Social Media Usage and Its Association With the Social Media Addiction Questionnaire Scale Among Early Adolescents
Jacob C Hermann1, Kevin M Cummins2, Shana Adise3,4
1New York University, New York, New York.
Objective:
Despite increasing social media use among adolescents, few studies have investigated social media use patterns associated with the Social Media Addiction Questionnaire Scale. Social media addiction (SMA) is characterized in terms of social media platforms, engagement patterns, and account settings.
Method:
Cross-sectional data on youth 10 to 13 years of age from the Adolescent Brain Cognitive Development℠ Study (n = 5,639) were used. The majority of the sample were female, White, and from families living above poverty. SMA was assessed via an adapted scale. Regression models assessed links between SMA and hours spent per day on social media, most-used platform, public and secret accounts, and follower and following counts.
Results:
SMA was higher among youth whose most-used platforms were TikTok (b = 1.52, 95% CI = 1.12, 1.93), Instagram (b = 0.92, 95% CI = 0.51, 1.34), and Snapchat (b = 0.60, 95% CI = 0.16, 1.03). Those with a public account (b = 0.85, 95% CI = 0.56, 1.13), a secret account (b = 2.27, 95% CI = 1.65, 2.89), or reporting more social media hours (b = 0.66, 95% CI = 0.61, 0.71) had higher SMA scores. Weak interactions between social media hours and platforms were observed.
Conclusion:
Higher SMA scores were most associated with TikTok, Instagram, and Snapchat use as well as using a public account, a secret account, and spending more time on social media. The relationship between social media hours and SMA confirms previous findings. This is the first study to investigate the relationship between account settings and SMA.
Related Concept Videos
Social Foundations of Self IV: Self in Digital Communication
The Sense of Self: Reflected Self-Appraisal and Social Comparison
Autism Spectrum Disorder
These core symptoms manifest differently among individuals, ranging from mild to severe. The disorder's complexity extends beyond its clinical presentation, encompassing a diverse range of biological, cognitive, and sociocultural influences.
Self-Evaluation: Self-Enhancement and Self-Verification
Self-Presentation: Self-Monitoring and Self-Handicapping
Bullying
