Accounting for Projection Bias in Models of Delinquent Peer Influence: The Utility and Limits of Latent Variable Approaches
Cesar J. Rebellon & Kathryn L. Modecki
Objectives: Projection effects have been shown to bias respondent perceptions of peer delinquency, but network data required to measure peer delinquency directly are unavailable in most existing datasets. Some researchers have therefore attempted to adjust perceived peer behavior measures for bias via latent variable modeling techniques. The present study tested whether such adjustments render perceived peer coefficients equal to direct peer coefficients, using original data collected from 538 young adults (269 dyads). Methods: After first replicating projection effects in our own data and examining the degree to which measures of personal, perceived peer, and direct peer violence represent empirically distinct constructs, we compared coefficients derived from two alternative models of personal violence. The first model included an error-adjusted latent measure of perceived peer violence as a predictor, whereas the second substituted a latent measure of directly-assessed, peer-reported violence. Results: Results suggest that personal, perceived peer, and direct peer measures each reflect fundamentally separate constructs, but call into question whether latent variable techniques used by prior researchers to correct for respondent bias are capable of rendering perceived peer coefficients equal to direct peer coefficients. Conclusions: Research cannot bypass the collection of direct peer delinquency measures via latent variable modeling adjustments to perceived peer measures, nor should models of deviance view perceived peer and direct peer measures as alternative measures of the same underlying construct. Rather, theories of peer influence should elaborate and test models that simultaneously include both peer measures and, further, should attempt to identify those factors that account for currently unexplained variance in perceptions of peer behavior.
Residential Mobility and Delinquency Revisited: Causation or Selection?
Lauren Porter & Matt Vogel
Objectives: To assess the role of selection in the observed association between residential mobility and delinquency among adolescents. Methods: This study draws on a sample of adolescents from the National Longitudinal Study of Adolescent Health (Add Health). We first examine whether adjusting regression models for several well-established determinants of moving attenuates the association between mobility and delinquency. We then employ propensity score methods to estimate the effect of residential mobility on delinquency among a sub-sample of movers and non-movers who had similar likelihoods of moving. Results: The association between mobility and delinquency is significant and positive in regression models, although it is somewhat attenuated by additional control variables that are rarely considered in prior work. However, the distribution of mobility determinants differs substantially across movers and non-movers, potentially biasing these estimates. After covariate balance is achieved using a propensity score approach, we observe no differences in delinquency between groups. Conclusions: Results suggest that certain adolescents are more likely to move than others, explaining the observed association between mobility and delinquency. Future research should therefore be mindful of selection when trying to account for differential outcomes between mobile and non-mobile adolescents.
Individual Differences in the Deterrence Process: Which Individuals Learn (Most) from Their Offending Experiences?
Sonja Schulz
Objectives: To test whether individuals differ in deterrability by studying whether the effect of criminal experiences on perceived detection risk varies by criminal propensity. Methods: Data from the British “Offending, Crime and Justice Survey”, a four-wave panel study on criminal behavior and victimization, are analyzed. Two subsamples for analyses are constructed: one of non-offenders at first measurement, to analyze the effect of gaining first offending experiences during the time of study (n = 1,279) and one sample of individuals who have committed offenses within the past year (n = 567), to analyze the effect of police contact among active offenders. Fixed-effects regressions of perceived detection risk on criminal experiences and interactions between criminal experiences and measures of criminal propensity (risk-affinity, impulsivity) are estimated. Results: Analyses support learning models for the formation and change of risk perceptions, but individual differences by criminal propensity are present in the deterrence process: After gaining first offending experiences, impulsive individuals as well as risk-averse individuals are more likely to lower their perceptions about the probability of detection than less impulsive or risk-affine individuals are. A positive effect of police contact on expected detection risk is restricted to risk-averse individuals. Conclusions: Findings support claims that deterrence works differently for crime-prone individuals. The differential effects of impulsivity and risk-affinity underline the importance of not combining constituent characteristics of criminal propensity in composite indices, because they might have differential effects on deterrence.
Analyzing the Influence of Micro-Level Factors on CCTV Camera Effect
Eric L. Piza , Joel M. Caplan & Leslie W. Kennedy
Objectives: Despite the popularity of closed circuit television (CCTV), evidence of its crime prevention capabilities is inconclusive. Research has largely reported CCTV effect as “mixed” without explaining this variance. The current study contributes to the literature by testing the influence of several micro-level factors on changes in crime levels within CCTV areas of Newark, NJ. Methods: Viewsheds, denoting the line-of-sight of CCTV cameras, were units of analysis (N = 117). Location quotients, controlling for viewshed size and control-area crime incidence, measured changes in the levels of six crime categories, from the pre-installation period to the post-installation period. Ordinary least squares regression models tested the influence of specific micro-level factors—environmental features, camera line-of-sight, enforcement activity, and camera design—on each crime category. Results: First, the influence of environmental features differed across crime categories, with specific environs being related to the reduction of certain crimes and the increase of others. Second, CCTV-generated enforcement was related to the reduction of overall crime, violent crime and theft-from-auto. Third, obstructions to CCTV line-of-sight caused by immovable objects were related to increased levels of auto theft and decreased levels of violent crime, theft from auto and robbery. Conclusions: The findings suggest that CCTV operations should be designed in a manner that heightens their deterrent effect. Specifically, police should account for the presence of crime generators/attractors and ground-level obstructions when selecting camera sites, and design the operational strategy in a manner that generates maximum levels of enforcement.
Superficial Survey Choice: An Experimental Test of a Potential Method for Increasing Response Rates and Response Quality in Correctional Surveys
Justin T. Pickett , Christi Falco Metcalfe , Thomas Baker , Marc Gertz & Laura Bedard
Objectives: Drawing on prior theoretical and empirical work on survey participation, this study develops one potential method for increasing response rates and response quality in correctional surveys. Specifically, we hypothesize that providing inmates with a superficial survey choice (SSC)—that is, a choice between completing either of two voluntary surveys that are actually differently ordered versions of the same questionnaire—will increase their motivation both to participate in a given survey and to respond thoughtfully to the questions asked therein. Methods: We test the effectiveness of this method by evaluating its impact on unit nonresponse, item nonresponse, and answer reliability. To do this, we analyze experimental data from a recent survey of male inmates incarcerated in a medium security, private prison. Results: Findings indicate that the overall response rate is higher among inmates who are provided a survey choice. In addition, the evidence shows that the SSC method increases the percentage of individual items completed, the number of demanding questions completed, and the reliability of reported responses. Conclusion: The results from the analyses are consistent with the hypotheses that motivated this study and suggest that the SSC method holds promise as a tool for correctional researchers.
Crime Gun Risk Factors: Buyer, Seller, Firearm, and Transaction Characteristics Associated with Gun Trafficking and Criminal Gun Use
Christopher S. Koper
Objective: To better understand the workings of illicit gun markets by identifying the characteristics of buyers, sellers, firearms, and transactions that predict whether a gun is used in crime or obtained by an illegal possessor subsequent to purchase. Methods: The study employed multivariate survival analysis utilizing data on nearly 72,000 guns sold in the Baltimore metropolitan area from 1994 through 1999 and subsequent recoveries of over 1,800 of those guns by police in Baltimore through early 2000. Results: Adjusting for exposure time, guns sold in the Baltimore area had a 3.2 % chance of being recovered by police in Baltimore within 5 years. Guns were more likely to be recovered if: they were semiautomatic, medium to large caliber, easily concealable, and cheap; the buyers were black, young, female, living in or close to the city, and had previously purchased guns that were recovered by police; the dealer making the sale was, most notably, in or near the city and had made prior sales of crime guns; and the gun was purchased in a multiple gun transaction. The adoption of a law regulating secondhand gun sales in Maryland did not appear to affect the likelihood of a gun’s recovery, though the extent of the law’s enforcement is unclear. Conclusions: Risk factors identified in this study could be used to guide gun trafficking investigations, regulation of gun dealers, and the development of prevention efforts for high-risk actors and areas. The results also provide some support for policies that regulate particular types of firearms and transactions. Limitations to the study and directions for future research are discussed.
Assessing the Effectiveness of Correctional Sanctions
Joshua C. Cochran , Daniel P. Mears & William D. Bales
Objectives: Despite the dramatic expansion of the US correctional system in recent decades, little is known about the relative effectiveness of commonly used sanctions on recidivism. The goal of this paper is to address this research gap, and systematically examine the relative impacts on recidivism of four main types of sanctions: probation, intensive probation, jail, and prison. Methods: Data on convicted felons in Florida were analyzed and propensity score matching analyses were used to estimate relative effects of each sanction type on 3-year reconviction rates. Results: Estimated effects suggest that less severe sanctions are more likely to reduce recidivism. Conclusions: The findings raise questions about the effectiveness of tougher sanctioning policies for reducing future criminal behavior. Implications for future research, theory, and policy are also discussed.
“From Your First Cigarette to Your Last Dyin’ Day”: The Patterning of Gang Membership in the Life-Course
David C. Pyrooz
Objective: Motivated by the reorientation of gang membership into a life-course framework and concerns about distinct populations of juvenile and adult gang members, this study draws from the criminal career paradigm to examine the contours of gang membership and their variability in the life-course. Methods: Based on nine annual waves of national panel data from the NLSY97, this study uses growth curve and group-based trajectory modeling to examine the dynamic and cumulative prevalence of gang membership, variability in the pathways into and out of gangs, and the correlates of these pathways from ages 10 to 23. Results: The cumulative prevalence of gang membership was 8 %, while the dynamic age-graded prevalence of gang membership peaked at 3 % at age 15. Six distinct trajectories accounted for variability in the patterning of gang membership, including an adult onset trajectory. Gang membership in adulthood was an even mix of adolescence carryover and adult initiation. The typical gang career lasts 2 years or less, although much longer for an appreciable subset of respondents. Gender and racial/ethnic disproportionalities in gang membership increase in magnitude over the life-course. Conclusions: Gang membership is strongly age-graded. The results of this study support a developmental research agenda to unpack the theoretical and empirical causes and consequences of gang membership across stages of the life-course.
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