Skip to main content
Top
Published in: BMC Pediatrics 1/2012

Open Access 01-12-2012 | Research article

Peer selection and influence effects on adolescent alcohol use: a stochastic actor-based model

Authors: Marlon P Mundt, Liesbeth Mercken, Larissa Zakletskaia

Published in: BMC Pediatrics | Issue 1/2012

Login to get access

Abstract

Background

Early adolescent alcohol use is a major public health challenge. Without clear guidance on the causal pathways between peers and alcohol use, adolescent alcohol interventions may be incomplete. The objective of this study is to disentangle selection and influence effects associated with the dynamic interplay of adolescent friendships and alcohol use.

Methods

The study analyzes data from Add Health, a longitudinal survey of seventh through eleventh grade U.S. students enrolled between 1995 and 1996. A stochastic actor-based model is used to model the co-evolution of alcohol use and friendship connections.

Results

Selection effects play a significant role in the creation of peer clusters with similar alcohol use. Friendship nominations between two students who shared the same alcohol use frequency were 3.60 (95% CI: 2.01-9.62) times more likely than between otherwise identical students with differing alcohol use frequency. The model controlled for alternative pathways to friendship nomination including reciprocity, transitivity, and similarities in age, gender, and race/ethnicity. The simulation model did not support a significant friends’ influence effect on alcohol behavior.

Conclusions

The findings suggest that peer selection plays a major role in alcohol use behavior among adolescent friends. Our simulation results would lend themselves to adolescent alcohol abuse interventions that leverage adolescent social network characteristics.
Appendix
Available only for authorised users
Literature
1.
go back to reference Centers for Disease Control and Prevention (CDC): Youth Risk Behavior Surveillance — United States, 2005. MMWR CDC Surveill Summ. 2006, 55 ((SS-5)): 17- Centers for Disease Control and Prevention (CDC): Youth Risk Behavior Surveillance — United States, 2005. MMWR CDC Surveill Summ. 2006, 55 ((SS-5)): 17-
2.
go back to reference Hingson RW, Heeren T, Winter MR: Age at drinking onset and alcohol dependence. Arch Pediatr Adolesc Med. 2006, 160: 739-746. 10.1001/archpedi.160.7.739.CrossRefPubMed Hingson RW, Heeren T, Winter MR: Age at drinking onset and alcohol dependence. Arch Pediatr Adolesc Med. 2006, 160: 739-746. 10.1001/archpedi.160.7.739.CrossRefPubMed
3.
go back to reference Grunbaum JA, Kann L, Kinchen S, Ross J, Hawkins J, Lowry R, Harris WA, McManus T, Chyen D, Collins J: Youth risk behavior surveillance—United States, 2003. MMWR Surveill Summ. 2004, 53: 1-96.PubMed Grunbaum JA, Kann L, Kinchen S, Ross J, Hawkins J, Lowry R, Harris WA, McManus T, Chyen D, Collins J: Youth risk behavior surveillance—United States, 2003. MMWR Surveill Summ. 2004, 53: 1-96.PubMed
4.
go back to reference Ennett ST, Foshee VA, Bauman KE, Hussong A, Cai L, Reyes HLMN, DuRant R: The social ecology of adolescent alcohol misuse. Child Dev. 2008, 79: 1777-1791. 10.1111/j.1467-8624.2008.01225.x.CrossRefPubMedPubMedCentral Ennett ST, Foshee VA, Bauman KE, Hussong A, Cai L, Reyes HLMN, DuRant R: The social ecology of adolescent alcohol misuse. Child Dev. 2008, 79: 1777-1791. 10.1111/j.1467-8624.2008.01225.x.CrossRefPubMedPubMedCentral
5.
go back to reference Ennett ST, Bauman KE, Hussong A, Faris R, Foshee VA, Cai L, DuRant RH: The peer context of adolescent substance use: findings from social network analysis. J Res Adolesc. 2006, 28: 159-186.CrossRef Ennett ST, Bauman KE, Hussong A, Faris R, Foshee VA, Cai L, DuRant RH: The peer context of adolescent substance use: findings from social network analysis. J Res Adolesc. 2006, 28: 159-186.CrossRef
6.
go back to reference Ellickson PL, Hays RD: Antecedents of drinking among young adolescents with different alcohol use histories. J Stud Alcohol. 1991, 52: 398-408.CrossRefPubMed Ellickson PL, Hays RD: Antecedents of drinking among young adolescents with different alcohol use histories. J Stud Alcohol. 1991, 52: 398-408.CrossRefPubMed
7.
go back to reference Urberg KA, Degirmencioglu SM, Pilgram C: Close friend and group influence on adolescent cigarette smoking and alcohol use. Dev Psychol. 1997, 33: 834-844.CrossRefPubMed Urberg KA, Degirmencioglu SM, Pilgram C: Close friend and group influence on adolescent cigarette smoking and alcohol use. Dev Psychol. 1997, 33: 834-844.CrossRefPubMed
9.
go back to reference Saitz R, Naimi TS: Adolescent alcohol use and violence: are brief interventions the answer?. JAMA. 2010, 304: 575-577. 10.1001/jama.2010.1088.CrossRefPubMed Saitz R, Naimi TS: Adolescent alcohol use and violence: are brief interventions the answer?. JAMA. 2010, 304: 575-577. 10.1001/jama.2010.1088.CrossRefPubMed
10.
go back to reference Jensen CD, Cushing CC, Aylward BS, Craig JT, Sorell DM, Steele RG: Effectiveness of motivational interviewing interventions for adolescent substance use behavior change: a meta-analytic review. J Consult Clin Psychol. 2011, 79: 433-440.CrossRefPubMed Jensen CD, Cushing CC, Aylward BS, Craig JT, Sorell DM, Steele RG: Effectiveness of motivational interviewing interventions for adolescent substance use behavior change: a meta-analytic review. J Consult Clin Psychol. 2011, 79: 433-440.CrossRefPubMed
11.
go back to reference Poelen EAP, Engels RCME, Van Der Vorst H, Scholte RHJ, Vermulst AA: Best friends and alcohol consumption in adolescence: a within-family analysis. Drug Alcohol Depend. 2007, 88: 163-173. 10.1016/j.drugalcdep.2006.10.008.CrossRefPubMed Poelen EAP, Engels RCME, Van Der Vorst H, Scholte RHJ, Vermulst AA: Best friends and alcohol consumption in adolescence: a within-family analysis. Drug Alcohol Depend. 2007, 88: 163-173. 10.1016/j.drugalcdep.2006.10.008.CrossRefPubMed
12.
go back to reference Schulenberg J, Maggs JL, Dielman TE, Leech SL, Kloska DD, Shope JT, Laetz VB: On peer influences to get drunk: a panel study of young adolescents. Merrill Palmer Q. 1999, 45: 108-142. Schulenberg J, Maggs JL, Dielman TE, Leech SL, Kloska DD, Shope JT, Laetz VB: On peer influences to get drunk: a panel study of young adolescents. Merrill Palmer Q. 1999, 45: 108-142.
13.
go back to reference Sieving RE, Perry CL, Williams CL: Do friendships change behaviors, or do behaviors change friendships?. J Adolesc Health. 2000, 26: 27-35. 10.1016/S1054-139X(99)00056-7.CrossRefPubMed Sieving RE, Perry CL, Williams CL: Do friendships change behaviors, or do behaviors change friendships?. J Adolesc Health. 2000, 26: 27-35. 10.1016/S1054-139X(99)00056-7.CrossRefPubMed
14.
go back to reference Van Der Vorst H, Vermulst AA, Meeus WHJ, Dekovic M, Engels RCME: Identification and prediction of drinking trajectories in early and mid-adolescence. J Clin Child Adolesc Psychol. 2009, 38: 329-341. 10.1080/15374410902851648.CrossRefPubMed Van Der Vorst H, Vermulst AA, Meeus WHJ, Dekovic M, Engels RCME: Identification and prediction of drinking trajectories in early and mid-adolescence. J Clin Child Adolesc Psychol. 2009, 38: 329-341. 10.1080/15374410902851648.CrossRefPubMed
15.
go back to reference Simons-Morton B: Social influences on adolescent substance use. Am J Health Behav. 2004, 29: 299-309. Simons-Morton B: Social influences on adolescent substance use. Am J Health Behav. 2004, 29: 299-309.
16.
go back to reference Bray JH, Adams GJ, Getz JG, McQueen A: Individuation, peers, and adolescent alcohol use: a latent growth analysis. J Consult Clin Psychol. 2003, 71: 553-564.CrossRefPubMed Bray JH, Adams GJ, Getz JG, McQueen A: Individuation, peers, and adolescent alcohol use: a latent growth analysis. J Consult Clin Psychol. 2003, 71: 553-564.CrossRefPubMed
17.
go back to reference Curran PJ, Stice E, Chassin L: The relation between adolescent alcohol use and peer alcohol use: a longitudinal random coefficients model. J Consult Clin Psychol. 1997, 65: 130-140.CrossRefPubMed Curran PJ, Stice E, Chassin L: The relation between adolescent alcohol use and peer alcohol use: a longitudinal random coefficients model. J Consult Clin Psychol. 1997, 65: 130-140.CrossRefPubMed
18.
go back to reference Li F, Barrera M, Hops H, Fisher KJ: The longitudinal influence of peers on the development of alcohol use in late adolescence: a growth mixture analysis. J Behav Med. 2002, 25: 293-315. 10.1023/A:1015336929122.CrossRefPubMed Li F, Barrera M, Hops H, Fisher KJ: The longitudinal influence of peers on the development of alcohol use in late adolescence: a growth mixture analysis. J Behav Med. 2002, 25: 293-315. 10.1023/A:1015336929122.CrossRefPubMed
19.
go back to reference Ali MM, Dwyer DS: Social network effects in alcohol consumption among adolescents. Addict Behav. 2010, 35: 337-342. 10.1016/j.addbeh.2009.12.002.CrossRefPubMed Ali MM, Dwyer DS: Social network effects in alcohol consumption among adolescents. Addict Behav. 2010, 35: 337-342. 10.1016/j.addbeh.2009.12.002.CrossRefPubMed
20.
go back to reference Fletcher JM: Peer influences on adolescent alcohol consumption: evidence using an instrumental variables/fixed effect approach. J Popul Econ. 2011, 25: 1265-1286.CrossRef Fletcher JM: Peer influences on adolescent alcohol consumption: evidence using an instrumental variables/fixed effect approach. J Popul Econ. 2011, 25: 1265-1286.CrossRef
22.
go back to reference Snijders TAB, van de Bunt GG, Steglich CEG: Introduction to actor-based models for network dynamics. Soc Networks. 2010, 32: 44-60. 10.1016/j.socnet.2009.02.004.CrossRef Snijders TAB, van de Bunt GG, Steglich CEG: Introduction to actor-based models for network dynamics. Soc Networks. 2010, 32: 44-60. 10.1016/j.socnet.2009.02.004.CrossRef
23.
go back to reference Steglich CEG, Snijders TAB, Pearson M: Dynamic networks and behavior: separating selection from influence. Sociol Methodol. 2010, 40: 329-393. 10.1111/j.1467-9531.2010.01225.x.CrossRef Steglich CEG, Snijders TAB, Pearson M: Dynamic networks and behavior: separating selection from influence. Sociol Methodol. 2010, 40: 329-393. 10.1111/j.1467-9531.2010.01225.x.CrossRef
24.
go back to reference Snijders TAB, Steglich CEG, Schweinberger M: Modeling the co-evolution of networks and behavior. Longitudinal models in the behavioral and related sciences. Edited by: Montfort K, Oud H, Satorra A. 2007, Lawrence Erlbaum, Mahwah, 41-71. Snijders TAB, Steglich CEG, Schweinberger M: Modeling the co-evolution of networks and behavior. Longitudinal models in the behavioral and related sciences. Edited by: Montfort K, Oud H, Satorra A. 2007, Lawrence Erlbaum, Mahwah, 41-71.
25.
go back to reference Snijders TAB: The statistical evaluation of social network dynamics. Sociol Methodol. 2001, 31: 361-395. 10.1111/0081-1750.00099.CrossRef Snijders TAB: The statistical evaluation of social network dynamics. Sociol Methodol. 2001, 31: 361-395. 10.1111/0081-1750.00099.CrossRef
26.
go back to reference Knecht A, Snijders TAB, Baerveldt C, Steglich CEG, Raub W: Friendship and delinquency: Selection and influence processes in early adolescence. Soc Dev. 2010, 19: 494-514. 10.1111/j.1467-9507.2009.00564.x.CrossRef Knecht A, Snijders TAB, Baerveldt C, Steglich CEG, Raub W: Friendship and delinquency: Selection and influence processes in early adolescence. Soc Dev. 2010, 19: 494-514. 10.1111/j.1467-9507.2009.00564.x.CrossRef
27.
go back to reference Knecht AB, Burk WJ, Weesie J, Steglich CEG: Friendship and alcohol use in early adolescence: a multilevel social network approach. J Res Adolesc. 2010, 21: 475-487.CrossRef Knecht AB, Burk WJ, Weesie J, Steglich CEG: Friendship and alcohol use in early adolescence: a multilevel social network approach. J Res Adolesc. 2010, 21: 475-487.CrossRef
28.
go back to reference Kiuru N, Burk WJ, Laursen B, Salmela-Aro K, Nurmi JE: Pressure to drink but not to smoke: disentangling selection and socialization in adolescent peer networks and peer groups. J Adolescence. 2010, 33: 801-812. 10.1016/j.adolescence.2010.07.006.CrossRef Kiuru N, Burk WJ, Laursen B, Salmela-Aro K, Nurmi JE: Pressure to drink but not to smoke: disentangling selection and socialization in adolescent peer networks and peer groups. J Adolescence. 2010, 33: 801-812. 10.1016/j.adolescence.2010.07.006.CrossRef
29.
go back to reference Burk WJ, Van der Vorst H, Kerr M, Stattin H: Alcohol use and friendship dynamics: selection and socialization in early-, middle-, and late-adolescent peer networks. J Stud Alc Drugs. 2012, 73: 89-98.CrossRef Burk WJ, Van der Vorst H, Kerr M, Stattin H: Alcohol use and friendship dynamics: selection and socialization in early-, middle-, and late-adolescent peer networks. J Stud Alc Drugs. 2012, 73: 89-98.CrossRef
30.
go back to reference Mercken L, Steglich C, Knibbe R, Hein de Vries H: Dynamics of friendship networks and alcohol use in early and mid-adolescence. J Stud Alc Drugs. 2012, 73: 99-110.CrossRef Mercken L, Steglich C, Knibbe R, Hein de Vries H: Dynamics of friendship networks and alcohol use in early and mid-adolescence. J Stud Alc Drugs. 2012, 73: 99-110.CrossRef
31.
go back to reference Walton MA, Chermack ST, Shope JT, Bingham CR, Zimmerman MA, Blow FC, Cunningham RM: Effects of a brief intervention for reducing violence and alcohol misuse among adolescents: a randomized controlled trial. JAMA. 2010, 304: 527-535. 10.1001/jama.2010.1066.CrossRefPubMedPubMedCentral Walton MA, Chermack ST, Shope JT, Bingham CR, Zimmerman MA, Blow FC, Cunningham RM: Effects of a brief intervention for reducing violence and alcohol misuse among adolescents: a randomized controlled trial. JAMA. 2010, 304: 527-535. 10.1001/jama.2010.1066.CrossRefPubMedPubMedCentral
32.
go back to reference Spirito A, Monti PM, Barnett NP, Colby SM, Sindelar H, Rohsenow DJ, Lewander W, Myers M: A randomized clinical trial of a brief motivational intervention for alcohol-positive adolescents treated in an emergency department. J Pediatr. 2004, 145: 396-402. 10.1016/j.jpeds.2004.04.057.CrossRefPubMed Spirito A, Monti PM, Barnett NP, Colby SM, Sindelar H, Rohsenow DJ, Lewander W, Myers M: A randomized clinical trial of a brief motivational intervention for alcohol-positive adolescents treated in an emergency department. J Pediatr. 2004, 145: 396-402. 10.1016/j.jpeds.2004.04.057.CrossRefPubMed
34.
go back to reference Real R, Vargas JM: The probabilistic basis of Jaccard’s index of similarity. Syst Biol. 1996, 45: 380-385. 10.1093/sysbio/45.3.380.CrossRef Real R, Vargas JM: The probabilistic basis of Jaccard’s index of similarity. Syst Biol. 1996, 45: 380-385. 10.1093/sysbio/45.3.380.CrossRef
35.
go back to reference Kuntsche EN, Kuendig H: What is worse? A hierarchy of family-related risk factors predicting alcohol use in adolescence. Subst Use Misuse. 2006, 41: 71-86. 10.1080/10826080500368694.CrossRefPubMed Kuntsche EN, Kuendig H: What is worse? A hierarchy of family-related risk factors predicting alcohol use in adolescence. Subst Use Misuse. 2006, 41: 71-86. 10.1080/10826080500368694.CrossRefPubMed
36.
37.
go back to reference Snijders TAB, van Duijn MAJ: Simulation of statistical inference in dynamic network models. Simulating social phenomena. Edited by: Conte R, Hegselmann R, Terna P. 1997, Springer, Berlin, 493-512.CrossRef Snijders TAB, van Duijn MAJ: Simulation of statistical inference in dynamic network models. Simulating social phenomena. Edited by: Conte R, Hegselmann R, Terna P. 1997, Springer, Berlin, 493-512.CrossRef
38.
go back to reference Schaefer DR, Kornienko O, Fox AM: Misery does not love company: network selection mechanisms and depression homophily. Am Sociol Rev. 2011, 76: 764-785. 10.1177/0003122411420813.CrossRef Schaefer DR, Kornienko O, Fox AM: Misery does not love company: network selection mechanisms and depression homophily. Am Sociol Rev. 2011, 76: 764-785. 10.1177/0003122411420813.CrossRef
39.
go back to reference de la Haye K, Robins G, Mohr P, Wilson C: How physical activity shapes, and is shaped by, adolescent friendships. Soc Sci Med. 2011, 73: 719-728. 10.1016/j.socscimed.2011.06.023.CrossRefPubMed de la Haye K, Robins G, Mohr P, Wilson C: How physical activity shapes, and is shaped by, adolescent friendships. Soc Sci Med. 2011, 73: 719-728. 10.1016/j.socscimed.2011.06.023.CrossRefPubMed
40.
go back to reference Snijders TAB, Baerveldt C: A multilevel network study of the effects of delinquent behavior on friendship evolution. J Math Sociol. 2003, 27: 123-151. 10.1080/00222500305892.CrossRef Snijders TAB, Baerveldt C: A multilevel network study of the effects of delinquent behavior on friendship evolution. J Math Sociol. 2003, 27: 123-151. 10.1080/00222500305892.CrossRef
41.
go back to reference Hedges LV, Olkin I: Statistical methods for meta-analysis. 1985, Academic Press, New York Hedges LV, Olkin I: Statistical methods for meta-analysis. 1985, Academic Press, New York
42.
go back to reference Substance Abuse and Mental Health Services Administration: Results from the 2010 National Survey on Drug Use and Health: Summary of National Findings. NSDUH Series H-41, HHS Publication No. (SMA) 11-4658. 2011, Substance Abuse and Mental Health Services Administration, Rockville Substance Abuse and Mental Health Services Administration: Results from the 2010 National Survey on Drug Use and Health: Summary of National Findings. NSDUH Series H-41, HHS Publication No. (SMA) 11-4658. 2011, Substance Abuse and Mental Health Services Administration, Rockville
Metadata
Title
Peer selection and influence effects on adolescent alcohol use: a stochastic actor-based model
Authors
Marlon P Mundt
Liesbeth Mercken
Larissa Zakletskaia
Publication date
01-12-2012
Publisher
BioMed Central
Published in
BMC Pediatrics / Issue 1/2012
Electronic ISSN: 1471-2431
DOI
https://doi.org/10.1186/1471-2431-12-115

Other articles of this Issue 1/2012

BMC Pediatrics 1/2012 Go to the issue