Unstructured Socializing With Peers and Risk of Substance Use: Where Does the Risk Begin?

Published date01 July 2018
DOI10.1177/0022042618774263
Date01 July 2018
Subject MatterArticles
https://doi.org/10.1177/0022042618774263
Journal of Drug Issues
2018, Vol. 48(3) 452 –471
© The Author(s) 2018
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DOI: 10.1177/0022042618774263
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Article
Unstructured Socializing With
Peers and Risk of Substance Use:
Where Does the Risk Begin?
Ryan Charles Meldrum1 and Anna Leimberg1
Abstract
Research finds that unstructured socializing with peers is positively associated with substance
use, but important issues remain underexamined. Specifically, does the risk of substance use
resulting from time spent engaged in unstructured socializing with peers begin immediately,
or is a certain minimum threshold of time spent with peers required? To investigate this, data
were collected on a statewide sample of adolescents from Florida. Results indicate the minimum
required amount of time spent engaging in unstructured socializing with peers to pose a risk
of alcohol or marijuana use is 3 to 5 hr per week. For tobacco use outcomes, the minimum
number of hours required to pose a risk is higher, particularly for cigarette use, where risk
begins at more than 20 hr per week. Supplementary analyses indicate that for alcohol and
marijuana use there is a decelerating risk stemming from additional hours spent engaging in
unstructured socializing with peers.
Keywords
unstructured socializing with peers, substance use, FYSAS, adolescence
Introduction
A large body of research supports the hypothesized association between unstructured socializing
with peers and delinquency and substance use (e.g., Augustyn & McGloin, 2013; Bernburg &
Thorlindsson, 2001; Haynie & Osgood, 2005; Hoeben, Meldrum, Walker, & Young, 2016;
Osgood & Anderson, 2004) put forth by Osgood, Wilson, O’Malley, Bachman, and Johnston
(1996). In this regard, some studies find the magnitude of the effect of unstructured socializing
with peers is comparable with other major correlates of antisocial behavior, primarily low self-
control and peer delinquency (e.g., Meldrum, Young, & Weerman, 2009). Given this evidence,
the construct of unstructured socializing with peers should be viewed as an important correlate of
delinquency and substance use that needs to be considered when formulating prevention and
intervention programming directed at adolescents.
For any theory, tests of its core arguments receive the bulk of attention from researchers. Yet,
once a saturation point is met, researchers begin examining secondary arguments of the theory
1Florida International University, Miami, USA
Corresponding Author:
Ryan Charles Meldrum, Department of Criminology and Criminal Justice, Florida International University, 11200 SW
8th Street, PCA-364B, Miami, FL 33199, USA.
Email: rmeldrum@fiu.edu
774263JODXXX10.1177/0022042618774263Journal of Drug IssuesMeldrum and Leimberg
research-article2018
Meldrum and Leimberg 453
and developing expansions of it. This is true of Osgood et al.’s (1996) theory and its emphasis on
unstructured socializing with peers as an explanation of delinquency and substance use. The lit-
erature base providing support for this primary argument of the theory has grown large enough
that researchers have started considering, for example, whether there are racial and gender differ-
ences in the association between unstructured socializing with peers and antisocial behavior
(e.g., Augustyn & McGloin, 2013; Barnes, Hoffman, Welte, Farrell, & Dintcheff, 2007), whether
unstructured socializing with peers interacts with other key correlates of antisocial behavior (e.g.,
Hay & Forrest, 2008; Svensson & Oberwittler, 2010), and whether there are macro-level effects
of unstructured socializing with peers on delinquency (e.g., Osgood & Anderson, 2004).
Largely absent from the literature, however, is a consideration of where the risk of delin-
quency and substance use stemming from unstructured socializing with peers begins. Put differ-
ently, does the risk of antisocial behavior stemming from unstructured socializing with peers
begin immediately, or does risk emerge only after a certain minimum threshold of time spent
engaging in unstructured socializing with peers is met? Investigating this issue requires data and
modeling strategies that enable a consideration of the relative amount of time spent engaging in
unstructured socializing with peers rather than modeling the association as linear using a continu-
ous measure. We are aware of only one study, however, that has indirectly considered this issue
(Gage, Overpeck, Nansel, & Kogan, 2005).
We see two reasons why investigating this issue is important. First, recent research focused on
other key correlates of delinquency and substance use, particularly self-control and peer delin-
quency, has started to consider the possibility of nonlinear relationships (e.g., Mears, Cochran, &
Beaver, 2013; Sullivan & Loughran, 2014; Zimmerman & Messner, 2011; Zimmerman &
Vásquez, 2011). Given the accumulating evidence supporting the link between unstructured
socializing with peers and antisocial behavior, extending considerations of nonlinearity to this
literature is a logical next step. Second, given the framing of unstructured socializing with peers
as a measure of opportunity to engage in antisocial behavior, there are important policy implica-
tions which stem from knowing if the risk of antisocial behavior posed by time spent engaging in
unstructured socializing with peers begins immediately or if it instead requires a certain mini-
mum threshold for risk to be realized.
To investigate this issue, we examine the association between unstructured socializing with
peers and substance use by making use of data collected on a statewide sample of middle-school
and high-school students who participated in the 2017 Florida Youth Substance Abuse Survey
(FYSAS). These data include information on self-reported hours spent engaging in unstructured
socializing with peers on a weekly basis and recent substance use, enabling an assessment of the
relative amount of hours different adolescents spend engaging in unstructured socializing with
peers. Before describing our methodology and presenting the results of our analysis, we first
review prior theory and research on the relevance of unstructured socializing with peers for
explaining antisocial behavior in general, and substance use more specifically. In the process, we
discuss arguments which speak to the issue of whether the beginning risk of substance use posed
by unstructured socializing with peers could depend on the particular substance use under
consideration.
Unstructured Socializing With Peers and Antisocial Behavior
In their seminal article, Osgood and colleagues (1996) provide an extension of routine activity
theory (Cohen & Felson, 1979) by adapting its principles to explain individual variation in anti-
social behavior. Osgood et al. (1996) draw on the principles of routine activity theory to argue
that unstructured socializing with peers reflects differential opportunity to engage in delinquency,
substance use, and criminal behavior. According to Osgood and colleagues, unstructured social-
izing with peers reflects three elements that should encourage antisocial behavior. First,

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