The Association Between Social Disorganization and Rural Violence Is Sensitive to the Measurement of the Dependent Variable

Published date01 June 2013
Date01 June 2013
AuthorMaria T. Kaylen,William Alex Pridemore
DOI10.1177/0734016813476715
Subject MatterArticles
Article
The Association Between
Social Disorganization and
Rural Violence Is Sensitive
to the Measurement of the
Dependent Variable
Maria T. Kaylen
1
and William Alex Pridemore
1
Abstract
A widely cited study by Osgood and Chambers appeared to extend the generalizability of social
disorganization theory to youth violence in rural areas. The results of a very similar study we
conducted, however, did not show support for social disorganization, and we concluded that the
theory may not be as robust an explanation for rural youth violence as believed. In the current
article, we take an important first step in addressing the conflicting findings by examining three likely
methodological reasons for the inconsistent results: spatial autocorrelation, sample composition,
and measurement of the dependent variable. Multiple tests suggest the first two explanations do not
influence the results. Our analyses do indicate, however, that the association between social dis-
organization and violence in rural areas is sensitive to how the dependent variable is measured. We
conclude that scholars should not rely solely on official crime data from rural areas when testing
sociological and criminological theories.
Keywords
structural theories of crime causation, crime/delinquency theory, criminal victimization, quantitative
methods
Introduction
The Federal Bureau of Investigation (FBI, 2009) issued the 2008 Crime in the United States:
Preliminary Annual Uniform Crime Report in the summer of 2009. News outlets across the country
reported that while violent crimes were decreasing in cities with one million residents or more, small
towns with less than 10,000 residents were experiencing increases in violent crimes. While rural
crime has received increasing attention in the last decade, it is still an understudied phenomenon.
1
Indiana University, Bloomington, IN, USA
Corresponding Author:
Maria T. Kaylen, Department of Criminal Justice, Indiana University, 1033 E. Third Street, Sycamore Hall 302, Bloomington,
IN 47405, USA.
Email: mkaylen@indiana.edu
Criminal Justice Review
38(2) 169-189
ª2013 Georgia State University
Reprints and permission:
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DOI: 10.1177/0734016813476715
cjr.sagepub.com
Further, rural areas are sometimes conceptualized as miniature versions of urban areas, with similar
social processes occurring at a smaller scale. Others suggest that rural areas are part of a continuum
and that there are not only similarities and differences between rural and urban areas but within areas
defined as rural as well (Wells & Weisheit, 2004). Until recently, however, hypotheses about rural
and urban similarities and differences with respect to crime and its causes have gone untested.
The structural theory that has received the majority of attention in studies of crime in rural areas is
social disorganization theory. The handful of studies on this topic relied on arrest data and revealed
mixed results, though authors tend to conclude the theory generalizes to rural areas (Barnett &
Mencken, 2002; Bouffard & Muftic´, 2006; Lee, Maume, & Ousey, 2003; Osgood & Chambers,
2000; Petee & Kowalski, 1993). Unfortunately, these studies all use slightly different measures of
social disorganization, different samples, and different measures of dependent variables, so expla-
nations for their inconsistencies are difficult to isolate.
In a recent study, on the other hand, we used the exact same measures of the explanatory variables
as Osgood and Chambers (2000), yet relative to the latter come to very different conclusions about
the generalizability of social disorganization to rural youth violence (Kaylen & Pridemore, 2011).
We suggested three likely methodological reasons for the conflicting results of the two studies
1
: Spa-
tial autocorrelation, sample composition, and measurement of the dependent variable. The goal of
this article is to test systematically these three potential explanations for the conflicting results of
these two very similar studies of social disorganization and rural youth violence. While the current
analysis is specific to these two studies, the nature of the findings will have a broad impact on the
growing area of crime in rural areas.
Literature Review
Rural Social Disorganization
Although little empirical research has focused on social disorganization in rural settings, there are
theoretical reasons to believe the theory is applicable to rural communities. The concept of social
disorganization was popularized by Shaw and McKay’s (1942) analysis of juvenile delinquency
across Chicago neighborhoods. While the theory has been refined over time, the general premise
remains that communities with high rates of poverty, residential instability, and ethnic heterogeneity
are socially disorganized. That is, such communities are more likely to be poorly integrated and thus
less able to exert informal social control, properly socialize youth, and solve common problems,
thereby resulting in higher rates of crime. The much later work of Sampson (1985) and Sampson
and Groves (1989) added family disruption to the list of structural measures of social
disorganization.
A variety of literature exists beyond social disorganization theory thatlinks community social and
economic change to disorganization in both rural and urban areas. Rapid population growth, ethnic
diversity, and the percentage of female-headed households are related to social problems in commu-
nities of all sizes (Bacigalupi & Freudenburg, 1983; Freudenburg & Jones, 1991; Guillaume &
Wenson, 1980; Rephann, 1999). Research has consistently found links between these factors and
crime rates in general (Allan & Steffensmeier, 1989; Crutchfield, 1989; Shihadeh & Ousey, 1998;
White, 1999).Major economic changes are also associated with disorganization similarlyin urban and
rural settings.Deindustrializationand economic restructuringin urban areas and the farm crisisin rural
areas similarly led to outmigration of residents, decreased tax bases, increased concentrations of
poverty, and weaker social institutions (Bluestone & Harrison, 1982; Ginder, Stone, & Otto, 1985;
Wilson, 1996). These similar social effects of economic structural changes in rural and urban areas
provide indirect support for the hypothesis that the structural antecedents of social disorganiza-
tion—residential instability, family disruption, poverty, and ethnic heterogeneity—are similarly
170 Criminal Justice Review 38(2)

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