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Peer effects in bedtime decisions among adolescents: a social network model with sampled data
Xiaodong Liu1, Eleonora Patacchini2, Edoardo Rainone3
1Department of Economics, University of Colorado, Boulder, CO 80309, USA.
Summary
Adolescent bedtime is influenced by peer behavior. This study reveals that considering sampling issues in network analysis is crucial for accurate conclusions on peer effects in teen sleep schedules.
Area of Science:
- Sociology
- Economics
- Adolescent Health
Background:
- Adolescent sleep patterns are influenced by a complex interplay of individual, family, and social factors.
- Peer influence is a significant aspect of adolescent development, potentially impacting health-related behaviors.
- Previous research often overlooks the complexities of network data, particularly sampling issues, in analyzing social effects.
Purpose of the Study:
- To investigate the impact of peer effects on adolescent bedtime decisions using a representative sample of US teenagers.
- To develop and apply an extended nonlinear least-squares estimator for spatial autoregressive models to address network fixed effects and sampled dependent variables.
- To highlight the inferential consequences of neglecting sampling issues in network analyses of social behaviors.
Main Methods:
- Utilized unique data from a representative sample of US teenagers.
- Extended the nonlinear least-squares estimator for spatial autoregressive models.
- Employed network models incorporating network fixed effects and sampled observations of the dependent variable (bedtime).
Main Results:
- Neglecting sampling issues in network models can lead to misleading inferential results regarding peer effects.
- Peer bedtime decisions significantly influence an adolescent's own bedtime, even after accounting for individual, family, and peer characteristics.
- The study provides robust evidence for the role of peer influence on adolescent sleep timing.
Conclusions:
- Peer behavior is a critical determinant of adolescent bedtime decisions.
- Accurate analysis of social network effects requires careful consideration of sampling methodologies.
- Understanding peer influence is vital for interventions aimed at improving adolescent sleep health.
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