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An application of the Continuous Opinions and Discrete Actions (CODA) model to adolescent smoking initiation

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  • Ruoyan Sun
  • David Mendez

Abstract

We investigated the impact of peers’ opinions on the smoking initiation process among adolescents. We applied the Continuous Opinions and Discrete Actions (CODA) model to study how social interactions change adolescents’ opinions and behaviors about smoking. Through agent-based modeling (ABM), we simulated a population of 2500 adolescents and compared smoking prevalence to data from 9 cohorts of adolescents in the National Survey on Drug Use and Health (NSDUH) from year 2001 till 2014. Our model adjusts well for NSDUH data according to pseudo R2 values, which are at least 96%. Optimal parameter values indicate that adolescents exhibit imitator characteristics with regard to smoking opinions. The imitator characteristics suggests that teenagers tend to update their opinions consistently according to what others do, and these opinions later translate into smoking behaviors. As a result, peer influence from social networks plays a big role in the smoking initiation process and should be an important driver in policy formulation.

Suggested Citation

  • Ruoyan Sun & David Mendez, 2017. "An application of the Continuous Opinions and Discrete Actions (CODA) model to adolescent smoking initiation," PLOS ONE, Public Library of Science, vol. 12(10), pages 1-11, October.
    • Handle: RePEc:plo:pone00:0186163
    DOI: 10.1371/journal.pone.0186163
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    References listed on IDEAS

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    1. Lun Wu & Ye Zhi & Zhengwei Sui & Yu Liu, 2014. "Intra-Urban Human Mobility and Activity Transition: Evidence from Social Media Check-In Data," PLOS ONE, Public Library of Science, vol. 9(5), pages 1-13, May.
    2. Huang, G.C. & Soto, D. & Fujimoto, K. & Valente, T.W., 2014. "The interplay of friendship networks and social networking sites: Longitudinal analysis of selection and influence effects on adolescent smoking and alcohol use," American Journal of Public Health, American Public Health Association, vol. 104(8), pages 51-59.
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