This study uses social learning theory to examine whether differential associations with e-cigarette-using peers is related to personal e-cigarette use among youth, and the extent to which this relationship is explained by personal risk perceptions of e-cigarettes. Moreover, this study tests whether the mediation process is moderated by type of e-cigarette user. This study uses a sample of high school seniors from the 2016 Monitoring the Future Study (N = 2,100), and a subsample of e-cigarette users (n = 523). Analyses are carried out using OLS and logistic regression. Findings demonstrate that higher levels of peer e-cigarette use are related to higher odds of personal e-cigarette use, but that risk perceptions of e-cigarettes only explain a modest portion of that relationship (about 10%). Furthermore, the mediation process does not appear to vary by type of e-cigarette user. Future directions and policy implications are discussed.
AgnewR. (2016). A theory of crime resistance and susceptibility. Criminology, 54(2), 181–211.
2.
AiC.NortonE. C. (2003). Interaction terms in logit and probit models. Economics Letters, 80(1), 123–129.
3.
AkersR. L. (1977). Deviant behavior: A social learning approach (2nd ed.). Wadsworth Publishing.
4.
AkersR. L.CochranJ. K. (1985). Adolescent marijuana use: A test of three theories of deviant behavior. Deviant Behavior, 6(4), 323–346.
5.
AkersR. L.JensenG. F. (2017). The empirical status of social learning theory of crime and deviance: The past, present, and future. In CullenF. T. (Ed.), Taking stock (pp. 37–76). Routledge.
6.
AkersR. L.LeeG. (1996). A longitudinal test of social learning theory: Adolescent smoking. Journal of Drug Issues, 26(2), 317–343.
7.
AllenJ. P.ChangoJ.SzwedoD.SchadM.MarstonE. (2012). Predictors of susceptibility to peer influence regarding substance use in adolescence. Child Development, 83(1), 337–350.
8.
AmrockS. M.ZakharJ.ZhouS.WeitzmanM. (2014). Perception of e-cigarette harm and its correlation with use among US adolescents. Nicotine & Tobacco Research, 17(3), 330–336.
9.
AseltineR. H.Jr. (1995). A reconsideration of parental and peer influences on adolescent deviance. Journal of Health and Social Behavior, 36, 103–121.
10.
Barrington-TrimisJ. L.BerhaneK.UngerJ. B.CruzT. B.HuhJ.LeventhalA. M.. . . ChouC. P. (2015). Psychosocial factors associated with adolescent electronic cigarette and cigarette use. Pediatrics, 136(2), 308–317.
11.
BomanJ. H.IV. (2017). Do birds of a feather really flock together? Friendships, self-control similarity and deviant behaviour. British Journal of Criminology, 57(5), 1208–1229.
12.
BomanJ. H.IVMowenT. J. (2018). Same feathers, different flocks: Breaking down the meaning of “behavioral homophily” in the etiology of crime. Journal of Criminal Justice, 54, 30–40.
13.
BotzetA. M.DittelC.BirkelandR.LeeS.GrabowskiJ.WintersK. C. (2019). Parents as interventionists: Addressing adolescent substance use. Journal of Substance Abuse Treatment, 99, 124–133.
14.
BurgessR. L.AkersR. L. (1966). A differential association-reinforcement theory of criminal behavior. Social Problems, 14, 128–147.
15.
CarneyT.MyersB. (2012). Effectiveness of early interventions for substance-using adolescents: Findings from a systematic review and meta-analysis. Substance Abuse Treatment, Prevention, and Policy, 7(1), 25–40.
16.
CaseK. R.ManteyD. S.CreamerM. R.HarrellM. B.KelderS. H.PerryC. L. (2018). E-cigarette-specific symptoms of nicotine dependence among Texas adolescents. Addictive Behaviors, 84, 57–61.
ChapmanS. L. C.WuL. T. (2014). E-cigarette prevalence and correlates of use among adolescents versus adults: A review and comparison. Journal of Psychiatric Research, 54, 43–54.
19.
ChoH. J.DutraL. M.GlantzS. A. (2017). Differences in adolescent e-cigarette and cigarette prevalence in two policy environments: South Korea and the United States. Nicotine and Tobacco Research, 20(8), 949–953.
20.
ChoJ. H.ShinE.MoonS. S. (2011). Electronic-cigarette smoking experience among adolescents. Journal of Adolescent Health, 49(5), 542–546.
21.
CoffmanD. L.PatrickM. E.PalenL. A.RhoadesB. L.VenturaA. K. (2007). Why do high school seniors drink? Implications for a targeted approach to intervention. Prevention Science, 8(4), 241–248.
22.
CorsiD. J.LippertA. M. (2016). An examination of the shift in school-level clustering of US adolescent electronic cigarette use and its multilevel correlates, 2011–2013. Health & Place, 38, 30–38.
23.
CurranK. A.BurkT.PittP. D.MiddlemanA. B. (2018). Trends and substance use associations with e-cigarette use in US adolescents. Clinical Pediatrics, 57(10), 1191–1198.
24.
DemissieZ.JonesS. E.ClaytonH. B.KingB. A. (2017). Adolescent risk behaviors and use of electronic vapor products and cigarettes. Pediatrics, 139(2), Article e20162921.
25.
DukeJ. C.LeeY. O.KimA. E.WatsonK. A.ArnoldK. Y.NonnemakerJ. M.PorterL. (2014). Exposure to electronic cigarette television advertisements among youth and young adults. Pediatrics, 134(1), e29–e36.
26.
DutraL. M.GlantzS. A. (2017). E-cigarettes and national adolescent cigarette use: 2004-2014. Pediatrics, 139(2), Article e20162450.
27.
DutraL. M.GlantzS. A.LishaN. E.SongA. V. (2017). Beyond experimentation: Five trajectories of cigarette smoking in a longitudinal sample of youth. PLOS ONE, 12(2), Article e0171808.
28.
Evans-PolceR. J.PatrickM. E.LanzaS. T.MiechR. A.O’MalleyP. M.JohnstonL. D. (2018). Reasons for vaping among US 12th graders. Journal of Adolescent Health, 62(4), 457–462.
29.
GlueckS.GlueckE. (1950). Unraveling juvenile delinquency. Harvard University Press.
30.
GoniewiczM. L.GawronM.NadolskaJ.BalwickiL.SobczakA. (2014). Rise in electronic cigarette use among adolescents in Poland. Journal of Adolescent Health, 55(5), 713–715.
31.
GottfredsonM. R.HirschiT. (1990). A general theory of crime. Stanford University Press.
32.
GravelyS.DriezenP.OuimetJ.QuahA. C.CummingsK. M.ThompsonM. E.. . . ThrasherJ. F. (2019). Prevalence of awareness, ever-use and current use of nicotine vaping products (NVPs) among adult current smokers and ex-smokers in 14 countries with differing regulations on sales and marketing of NVPs: Cross-sectional findings from the ITC Project. Addiction, 114(6), 1060–1073.
33.
HammondD.ReidJ. L.RynardV. L.FongG. T.CummingsK. M.McNeillA.. . . O’ConnorR. (2019). Prevalence of vaping and smoking among adolescents in Canada, England, and the United States: Repeat national cross sectional surveys. BMJ, 365, Article l2219.
34.
HanewinkelR.IsenseeB. (2015). Risk factors for e-cigarette, conventional cigarette, and dual use in German adolescents: A cohort study. Preventive Medicine, 74, 59–62.
JacksonD. B.BoccioC. M.LealW. E.VaughnM. G. (2019). It’s all the rage! Exploring the nuances in the link between vaping and adolescent delinquency. Journal of Criminal Justice, 63, 58–69.
37.
JohnstonL. D.MiechR. A.O’MalleyP. M.BachmanJ. G.SchulenbergJ. E.PatrickM. E. (2019). Monitoring the Future National Survey results on drug use, 1975-2018: Overview, key findings on adolescent drug use. Institute for Social Research.
38.
JussimL.OsgoodD. W. (1989). Influence and similarity among friends: An integrative model applied to incarcerated adolescents. Social Psychology Quarterly, 52, 98–112.
39.
KingJ. L.ReboussinB. A.WisemanK. D.RibislK. M.SeidenbergA. B.WagonerK. G.SutfinE. L. (2019). Adverse symptoms users attribute to e-cigarettes: Results from a national survey of US adults. Drug and alcohol dependence, 196, 9–13.
40.
KongG.MoreanM. E.CavalloD. A.CamengaD. R.Krishnan-SarinS. (2014). Reasons for electronic cigarette experimentation and discontinuation among adolescents and young adults. Nicotine & Tobacco Research, 17(7), 847–854.
41.
KongG.MoreanM. E.CavalloD. A.CamengaD. R.Krishnan-SarinS. (2017). Sources of electronic cigarette acquisition among adolescents in Connecticut. Tobacco Regulatory Science, 3(1), 10–16.
42.
Krishnan-SarinS.MoreanM. E.CamengaD. R.CavalloD. A.KongG. (2014). E-cigarette use among high school and middle school adolescents in Connecticut. Nicotine & Tobacco Research, 17(7), 810–818.
43.
KrohnM. D.SkinnerW. F.MasseyJ. L.AkersR. L. (1985). Social learning theory and adolescent cigarette smoking: A longitudinal study. Social Problems, 32(5), 455–473.
44.
LanzaH. I.TeeterH. (2018). Electronic nicotine delivery systems (e-cigarette/vape) use and co-occurring health-risk behaviors among an ethnically diverse sample of young adults. Substance Use & Misuse, 53(1), 154–161.
45.
LeeJ.LeeS.ChoH. J. (2017). The relation between frequency of e-cigarette use and frequency and intensity of cigarette smoking among South Korean adolescents. International Journal of Environmental Research and Public Health, 14(3), Article E305.
46.
LeventhalA. M.StrongD. R.KirkpatrickM. G.UngerJ. B.SussmanS.RiggsN. R.. . . Audrain-McGovernJ. (2015). Association of electronic cigarette use with initiation of combustible tobacco product smoking in early adolescence. JAMA, 314(7), 700–707.
47.
LevyD. T.WarnerK. E.CummingsK. M.HammondD.KuoC.FongG. T.. . . BorlandR. (2019). Examining the relationship of vaping to smoking initiation among US youth and young adults: A reality check. Tobacco Control, 28, 629–635.
48.
LevyS.WintersK. C.KnightJ. R. (2011). Screening and brief interventions for adolescent substance use in the general office setting. In KaminerY.WintersK. C. (Eds.), Clinical manual of adolescent substance abuse treatment (pp. 65–81). American Psychiatric Publishing.
49.
LiF.BarreraM.HopsH.FisherK. J. (2002). The longitudinal influence of peers on the development of alcohol use in late adolescence: A growth mixture analysis. Journal of Behavioral Medicine, 25(3), 293–315.
50.
LippertA. M. (2016). Association between school-level prevalence of electronic cigarette use and student-level use behaviors, pre-use intentions, and risk perceptions: Evidence from the 2014 US National Youth Tobacco Survey. Nicotine and Tobacco Research, 20(2), 231–238.
51.
MannF. D.PattersonM. W.GrotzingerA. D.KretschN.TackettJ. L.Tucker-DrobE. M.HardenK. P. (2016). Sensation seeking, peer deviance, and genetic influences on adolescent delinquency: Evidence for person-environment correlation and interaction. Journal of Abnormal Psychology, 125(5), 679–691.
52.
ManteyD. S.CooperM. R.ClendennenS. L.PaschK. E.PerryC. L. (2016). E-cigarette marketing exposure is associated with e-cigarette use among US youth. Journal of Adolescent Health, 58(6), 686–690.
53.
MartinasekM. P.BowersockA.WheldonC. W. (2018). Patterns, perception and behavior of electronic nicotine delivery systems use and multiple product use among young adults. Respiratory Care, 63(7), 913–919.
54.
McCabeS. E.WestB. T.VelizP.BoydC. J. (2017). E-cigarette use, cigarette smoking, dual use, and problem behaviors among US adolescents: Results from a national survey. Journal of Adolescent Health, 61(2), 155–162.
55.
McClellandG. H.JuddC. M. (1993). Statistical difficulties of detecting interactions and moderator effects. Psychological Bulletin, 114(2), 376–390.
McKeganeyN.BarnardM.RussellC. (2018). Vapers and vaping: E-cigarettes users views of vaping and smoking. Drugs: Education, Prevention and Policy, 25(1), 13–20.
58.
MeldrumR. C.BomanJ. H.IV. (2013). Similarities and differences between perceptions of peer delinquency, peer self-reported delinquency, and respondent delinquency: An analysis of friendship dyads. Journal of Criminal Justice, 41(6), 395–406.
59.
MeldrumR. C.MillerH. V.FlexonJ. L. (2013). Susceptibility to peer influence, self-control, and delinquency. Sociological Inquiry, 83(1), 106–129.
60.
MenesesR. A.AkersR. L. (2011). A comparison of four general theories of crime and deviance: Marijuana use among American and Bolivian university students. International Criminal Justice Review, 21(4), 333–352.
61.
MiechR.PatrickM. E.O’MalleyP. M.JohnstonL. D. (2017). What are kids vaping? Results from a national survey of US adolescents. Tobacco Control, 26(4), 386–391.
62.
MonroeJ. (2004). Getting a puff: A social learning test of adolescents smoking. Journal of Child & Adolescent Substance Abuse, 13(3), 71–83.
63.
MullerD.JuddC. M.YzerbytV. Y. (2005). When moderation is mediated and mediation is moderated. Journal of Personality and Social Psychology, 89(6), 852–863.
64.
National Academies of Sciences, Engineering, and Medicine. (2018). Public health consequences of e-cigarettes. National Academies Press.
65.
NortonE. C.WangH.AiC. (2004). Computing interaction effects and standard errors in logit and probit models. The Stata Journal, 4(2), 154–167.
66.
OwusuD.AibangbeeJ.CollinsC.RobertsonC.WangL.LittletonM. A.. . . MamuduH. M. (2017). The use of e-cigarettes among school-going adolescents in a predominantly rural environment of central Appalachia. Journal of Community Health, 42(3), 624–631.
67.
PatrickM. E.BrayB. C.BerglundP. A. (2016). Reasons for marijuana use among young adults and long-term associations with marijuana use and problems. Journal of Studies on Alcohol and Drugs, 77(6), 881–888.
68.
PepperJ. K.BrewerN. T. (2014). Electronic nicotine delivery system (electronic cigarette) awareness, use, reactions and beliefs: A systematic review. Tobacco Control, 23(5), 375–384.
69.
PepperJ. K.RibislK.EmeryS.BrewerN. (2014). Reasons for starting and stopping electronic cigarette use. International Journal of Environmental Research and Public Health, 11(10), 10345–10361.
70.
PerikleousE. P.SteiropoulosP.ParaskakisE.ConstantinidisT. C.NenaE. (2018). E-cigarette use among adolescents: An overview of the literature and future perspectives. Frontiers in Public Health, 6, Article 86.
71.
ProchaskaJ. J. (2019). The public health consequences of e-cigarettes: A review by the National Academies of Sciences. A call for more research, a need for regulatory action. Addiction, 114(4), 587–589.
72.
ProctorR. N. (2012). The history of the discovery of the cigarette–lung cancer link: Evidentiary traditions, corporate denial, global toll. Tobacco Control, 21(2), 87–91.
73.
SaddlesonM. L.KozlowskiL. T.GiovinoG. A.HawkL. W.MurphyJ. M.MacLeanM. G.. . . MahoneyM. C. (2015). Risky behaviors, e-cigarette use and susceptibility of use among college students. Drug and Alcohol Dependence, 149, 25–30.
74.
SchulzS. (2016). “Don’t blow your cool”: Provocation, violent coping, and the conditioning effects of self-control. Journal of Quantitative Criminology, 32(4), 561–587.
75.
SonejiS.Barrington-TrimisJ. L.WillsT. A.LeventhalA. M.UngerJ. B.GibsonL. A.. . . SpindleT. R. (2017). Association between initial use of e-cigarettes and subsequent cigarette smoking among adolescents and young adults: A systematic review and meta analysis. JAMA Pediatrics, 171(8), 788–797.
76.
SpearS. F.AkersR. L. (1988). Social learning variables and the risk of habitual smoking among adolescents: The Muscatine study. American Journal of Preventive Medicine, 4(6), 336–342.
77.
SutherlandE. H. (1947). Principles of criminology (4th ed.). J.B. Lippincott.
78.
ThomasK. J.Marie McGloinJ. (2013). A dual-systems approach for understanding differential susceptibility to processes of peer influence. Criminology, 51(2), 435–474.
79.
ThrasherJ. F.Abad-ViveroE. N.Barrientos-GutíerrezI.Pérez-HernándezR.Reynales ShigematsuL. M.MejíaR.. . . SargentJ. D. (2016). Prevalence and correlates of e-cigarette perceptions and trial among early adolescents in Mexico. Journal of Adolescent Health, 58(3), 358–365.
80.
TruccoE. M.ColderC. R.BowkerJ. C.WieczorekW. F. (2011). Interpersonal goals and susceptibility to peer influence: Risk factors for intentions to initiate substance use during early adolescence. The Journal of Early Adolescence, 31(4), 526–547.
81.
VogelE. A.RamoD. E.RubinsteinM. L. (2018). Prevalence and correlates of adolescents’ e-cigarette use frequency and dependence. Drug and Alcohol Dependence, 188, 109–112.
82.
WallaceL. N.RocheM. J. (2018). Vaping in context: Links among e-cigarette use, social status, and peer influence for college students. Journal of Drug Education, 48(1–2), 36–53.
83.
WeermanF. M.SmeenkW. H. (2005). Peer similarity in delinquency for different types of friends: A comparison using two measurement methods. Criminology, 43(2), 499–524.
84.
WestlingE.RusbyJ. C.CrowleyR.LightJ. M. (2017). Electronic cigarette use by youth: Prevalence, correlates, and use trajectories from middle to high school. Journal of Adolescent Health, 60(6), 660–666.
85.
WilsonS.PartosT.McNeillA.BroseL. S. (2019). Harm perceptions of e-cigarettes and other nicotine products in a UK sample. Addiction, 114(5), 879–888.
86.
WintersK. C.LeeS.BotzetA.FahnhorstT.NicholsonA. (2014). One-year outcomes and mediators of a belief intervention for drug abusing adolescents. Psychology of Addictive Behaviors, 28(2), 464–474.
87.
YoungJ. T.BarnesJ. C.MeldrumR. C.WeermanF. M. (2011). Assessing and explaining misperceptions of peer delinquency. Criminology, 49(2), 599–630.
88.
YuE.LippertA. M. (2017). Race/ethnicity modifies the association between school prevalence of e-cigarette use and student-level use: Results from the 2014 US National Youth Tobacco Survey. Health & Place, 46, 114–120.
