Skip to main content

Advertisement

Log in

Commitment to Work: Assessing Heterogeneity in the Work-Crime Relationship from a Social Control Perspective

  • Original Article
  • Published:
Journal of Developmental and Life-Course Criminology Aims and scope Submit manuscript

Abstract

Research evaluating the employment-crime relationship has paid little attention to individuals’ behavior at work, despite the strong conviction that commitment to work should reduce offending. This study evaluates the relationship between job commitment and offending, and examines the role of job quality in the relationship. Hybrid fixed effects models are applied among a sample of high-risk adults. Findings suggest that transitioning from not working to working in a job that one has low commitment to can be criminogenic. In addition, increased commitment is associated with a reduced likelihood of offending. There is no significant evidence that the association between job commitment and offending is mediated or moderated by changes in job quality. Results also indicate “red flag” work behaviors associated with offending. These findings highlight the importance of job commitment in evaluating the work-crime relationship and caution criminologists against making assumptions about the role of job quality.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Institutional subscriptions

Similar content being viewed by others

Notes

  1. Although the Pathways data has monthly-level data available, the present study’s key independent variable, job commitment, is only available at the annual level. Therefore, all forthcoming analysis are conducted at the annual recall level.

  2. I also considered the robustness of the forthcoming findings by disaggregating the outcome into violent, property, and drug offending. These results are available within the Online Supplemental Material Table OS3. Findings are consistent across violent and property offending, but not drug offending.

  3. Count outcomes were also evaluated. These findings, available within the Online Supplemental Material Table OS3, demonstrate that substantive findings are robust across alternative operationalizations of offending.

  4. Respondents reported on the quality of each job during the recall period. The maximum number of unique jobs reported within a single recall was 7. Job commitment behaviors, however, were only asked about at the recall level. The commitment behavioral items are therefore not necessarily job specific for those who held more than one job in the recall period. This is a data limitation that will be discussed further in the Discussion section. However, the modal number of jobs for each recall period was 1.

  5. While the measure was originally continuous ranging from 1–5, 1 was subtracted from the measure and the variable was then recoded into 5 categories such that 0 = [0,.5), 1 = [.5,1.5), 2 = [1.5, 2.5), 3 = [2.5, 3.5) and 4 = [3.5, 4]. This was done so that Romantic Relationship indicates the presence of a relationship, and Relationship Quality indicates the quality of the relationship conditional on being in a relationship. This operationalization is consistent with how work and job quality are operationalized and interpreted within this study which will be further discussed in the forthcoming Analytic Plan section.

  6. The hybrid approach was selected for its advantages including its ability to facilitate mediation analysis. However, substantive conclusions are robust when using a conditional maximum likelihood fixed effects logit model (Chamberlain, 1980). These findings are also consistent when implementing a linear probability specification, which is important to assess because logistic models using fixed effects may be subject to an incidental parameters problem (Heckman, 1987). In addition, a chi-squared test of the difference between deviation coefficients and mean coefficients favor the fixed effects estimates (Chi-sq = 94.97, p < .001).

  7. This lack of statistical association is also replicated at the monthly level (OR = 1.04, p > .05). It is not possible to conduct all analysis at the monthly level because job commitment is only available annually.

  8. Three additional sensitivity tests were conducted to demonstrate the robustness of these findings. Descriptive statistics for variables used in these sensitivity tests are available within the Online Supplemental Material Table OS2. These findings are available within the Online Supplemental Material Table OS3, Section C. The first sensitivity test selects only on waves in which individuals were working to demonstrate that findings are not sensitive to incorporating both those who are working and not working within the analyses. Second, some could argue that self-control is not time-stable and therefore may not an eliminated source of bias when relying on fixed-effects estimates (e.g., Hay and Forrest, 2004), and that low commitment is merely a behavioral manifestation of low self-control (Keane, Maxim, & Teevan, 1993). Therefore, analysis was also run with an attitudinal measure of self-control included as a control variable within the second column. Finally, this analysis did not account for differential amounts of time-employed within a recall period. Therefore, within the third sensitivity test, a variable accounting for the proportion of time-employed within a recall period in the third column. All of these findings demonstrate results are robust.

  9. A formal test of mediation was also performed because informal tests with logistic models can be problematic because the exclusion of variables may cause changes in magnitude or significance due to the rescaling of coefficients rather than due to mediation. Specifically, the “KHB” method of decomposition was used (Karlson, Holm, & Breen, 2012). These findings were consistent with the informal tests of mediation in that they indicate there are not only no significant total or direct effect of job quality (p > .05), but also that there is no indirect influence of job quality on crime through increasing commitment to the job (p > .05).

  10. This result is also substantively consistent in a fully specified model (all controls added) if job quality is omitted (available upon request).

References

  • Allison, P. D. (2009). Fixed effects regression models (Vol. 160). SAGE Publications.

    Book  Google Scholar 

  • Apel, R., & Horney, J. (2017). How and why does work matter? Employment conditions, routine actives, and crime among adult male offenders. Criminology, 55, 307–343.

    Article  Google Scholar 

  • Becker, H. S. (1960). Notes on the concept of commitment. American Journal of Sociology, 66, 32–42.

    Article  Google Scholar 

  • Bennett, R. J., & Robinson, S. L. (2003). The past, present, and future of workplace deviance research. In J. Greenberg (Ed.), Organizational behavior: The state of the science (pp. 247–281). Lawrence Erlbaum Associates Publishers.

    Google Scholar 

  • Blokland, A. A. J., & Nieuwbeerta, P. (2005). The effects of life circumstances on longitudinal trajectories of offending. Criminology, 43, 1203–1240.

    Article  Google Scholar 

  • Bray, J. W., Zarkin, G. A., Dennis, M. L., & French, M. T. (2000). Symptoms of dependence, multiple substance use, and labor market outcomes. The American Journal of Drug and Alcohol Abuse, 26, 77–95.

    Article  Google Scholar 

  • Bushway, S. D., & Paternoster, R. (2012). Understanding desistance: Theory testing with formal empirical models. In J. MacDonald (Ed.), Measuring crime and criminality: Advances in criminological theory (Vol. 17, pp. 299–334). Transaction Publishers.

    Google Scholar 

  • Bushway, S. D., & Paternoster, R. (2013). Desistance from crime: A review and ideas for moving forward. In C. L. Gibson & M. D. Krohn (Eds.), Handbook of life-course criminology (pp. 213–231). Springer.

    Chapter  Google Scholar 

  • Bushway, S. D., & Apel, R. (2012). A signaling perspective on employment-based reentry programming. Criminology and Public Policy, 11, 21–50.

    Article  Google Scholar 

  • Bushway, S. D., & Paternoster, R. (2014). Identity and desistance from crime. In J. A. Humphrey & P. Cordella (Eds.), Effective Interventions in the Lives of Criminal Offenders (pp. 63–77). Springer.

    Chapter  Google Scholar 

  • Chamberlain, G. A. (1980). Analysis of covariance with qualitative data. The Review of Economic Studies, 47, 225–238.

    Article  Google Scholar 

  • Chassin, L., Rogosch, F., & Barrera, M. (1991). Substance use and symptomatology among adolescent children of alcoholics. Journal of Abnormal Psychology, 100, 449–463.

    Article  Google Scholar 

  • Costello, B. J., & Vowell, P. R. (1999). Testing control theory and differential association: A reanalysis of the Richmond Youth Project data. Criminology, 37, 815–842.

    Article  Google Scholar 

  • Crutchfield, R. D. (1989). Labor stratification and violent crime. Social Forces, 68, 489–512.

    Article  Google Scholar 

  • Crutchfield, R. D. (2014). Get a job: Labor markets, economic opportunity, and crime. New York University Press.

    Google Scholar 

  • Elder, G. H., Johnson, M. K., & Crosnoe, R. (2003). The emergence and development of life course theory. In J. T. Mortimer & M. J. Shanahan (Eds.), Handbook of the Life Course (pp. 3–19). Springer.

    Chapter  Google Scholar 

  • Fazel, S., Bains, P., & Doll, H. (2006). Substance abuse and dependence in prisoners: A systematic review. Addiction, 101, 181–191.

    Article  Google Scholar 

  • Furstenberg, F. F., Jr., Kennedy, S., McLoyd, V. C., Rumbaut, R. G., & Settersten, R. K., Jr. (2004). Growing up is harder to do. Contexts, 3, 33–41.

    Article  Google Scholar 

  • Giordano, P. C., Cernkovich, S. A., & Rudolph, J. L. (2002). Gender, crime, and desistance: Toward a theory of cognitive transformation. American Journal of Sociology, 107(4), 990–1064.

    Article  Google Scholar 

  • Giordano, P. C., Schroeder, R. D., & Cernkovich, S. A. (2007). Emotions and crime over the life course: A neo-Meadian perspective on criminal continuity and change. American Journal of Sociology, 112, 1603–1661.

    Article  Google Scholar 

  • Goodman, P. (1956). Growing up absurd. Random House.

    Google Scholar 

  • Gottfredson, M. R., & Hirschi, T. (1990). A general theory of crime. Stanford University Press.

    Book  Google Scholar 

  • Griffin, M. L., & Armstrong, G. S. (2003). The effect of local life circumstances on female probationers’ offending. Justice Quarterly, 20, 213–239.

    Article  Google Scholar 

  • Grogger, J. (1998). Market wages and youth crime. Journal of Labor Economics, 16, 756–791.

    Article  Google Scholar 

  • Harrison, D. A., Newman, D. A., & Roth, P. L. (2006). How important are job attitudes? Meta-analytic comparisons of integrative behavioral outcomes and time sequences. Academy of Management Journal, 49, 305–325.

    Article  Google Scholar 

  • Hay, C., & Forrest, W. (2004). The development of self-control: Examining self-control theory’s stability thesis. Criminology, 44, 739–774.

    Article  Google Scholar 

  • Heckman, J. J. (1987). The incidental parameters problem and the problem of initial conditions in estimating a discrete time-discrete data stochastic process and some Monte Carlo evidence. University of Chicago Center for Mathematical studies in Business and Economics.

  • Hindelang, M. J. (1973). Causes of delinquency: A partial replication and extension. Social Problems, 20, 471–487.

    Article  Google Scholar 

  • Hirschi, T. (1969). Causes of Delinquency. University California Press.

    Google Scholar 

  • Hirschi, T., & Gottfredson, M. (1983). Age and the explanation of crime. American Journal of Sociology, 89, 552–584.

    Article  Google Scholar 

  • Hollinger, R. C. (1986). Acts against the workplace: Social bonding and employee deviance. Deviant Behavior, 7, 53–75.

    Article  Google Scholar 

  • Hollinger, R. C., & Clark, J. P. (1983). Theft by employees. Lexington Books.

    Google Scholar 

  • Hollinger, R. C., & Clark, J. P. (1982). Formal and informal social controls of employee deviance. Sociological Quarterly, 23, 333–343.

    Article  Google Scholar 

  • Horney, J., Osgood, D. W., & Marshall, I. H. (1995). Criminal careers in the short-term: Intra-individual variability in crime and its relation to local life circumstances. American Sociological Review, 60, 655–673.

    Article  Google Scholar 

  • Huiras, J., Uggen, C., & McMorris, B. (2000). Career jobs, survival jobs, and employee deviance: A social investment model of workplace misconduct. The Sociological Quarterly, 41, 245–263.

    Article  Google Scholar 

  • Huizinga, D., Esbensen, F., & Weiher, A. W. (1991). Are there multiple paths to delinquency? The Journal of Criminal Law and Criminology, 82, 83–118.

    Article  Google Scholar 

  • Jaynes, C. M. (2020). The relationship between job quality and crime: Examining heterogeneity in treatment and treatment effect. Journal of Research in Crime and Delinquency, 57, 693–740.

    Article  Google Scholar 

  • Jaynes, C. M., Moule, R. K., Hubbell, J. T., & Santos, M. R. (2021). Impulsivity or discounting? Evaluating the influence of individual differences in temporal orientation on offending. Journal of Quantitative Criminology, DOI: https://doi.org/10.1007/s10940-021-09518-5.

  • Kalleberg, A. L. (2011). Good Jobs, Bad Jobs. Russell Sage Foundation.

    Google Scholar 

  • Karlson, K. B., Holm, A., & Breen, R. (2012). Comparing regression coefficients between same-sample nested models using logit and probit: A new method. Sociological Methodology, 42, 286–313.

    Article  Google Scholar 

  • Keane, C., Maxim, P. S., & Teevan, J. J. (1993). Drinking and driving, self-control, and gender: Testing a general theory of crime. Journal of Research in Crime and Delinquency, 30, 30–46.

    Article  Google Scholar 

  • Krohn, M. D., & Massey, J. L. (1980). Social control and delinquent behavior: An examination of the elements of the social bond. The Sociological Quarterly, 21, 529–544.

    Article  Google Scholar 

  • Laub, J. H., & Sampson, R. J. (2003). Shared beginnings, divergent lives. Harvard University Press.

    Google Scholar 

  • Loughran, T. A., Nagin, D. S., & Nguyen, H. (2016). Crime and legal work: A Markovian model of the desistance process. Social Problems, 64, 30–52.

    Article  Google Scholar 

  • Loughran, T. A., Paternoster, R., Chalfin, A., & Wilson, T. (2016). Can rational choice be considered a general theory of crime? Evidence from individual-level panel data. Criminology, 54, 86–112.

    Article  Google Scholar 

  • Mulvey, E. P., Steinberg, L., Fagan, F., Cauffman, E., Piquero, A. R., Chassin, L., Knight, G. P., et al. (2004). Theory and research on desistance from antisocial activity among serious adolescent offenders. Youth Violence and Juvenile Justice, 2, 213–236.

    Article  Google Scholar 

  • Murphy, K. R. (1993). Honesty in the workplace. Thomson Brooks/Cole Publishing Company.

    Google Scholar 

  • Myers, S. L. (1984). Do better wages reduce crime? A research note. American Journal of Economics and Sociology, 43, 191–195.

    Article  Google Scholar 

  • Nagin, S. S., & Paternoster, R. (1991). On the relationship of past to future participation in delinquency. Criminology, 29, 163–189.

    Article  Google Scholar 

  • Nagin, D. S., & Paternoster, R. (1994). Personal capital and social control: The deterrence implications of individual differences in criminal offending. Criminology, 32, 581–606.

    Article  Google Scholar 

  • Nguyen, H., & Loughran, T. A. (2018). On the measurement and identification of turning points in criminology. Annual Review of Criminology, 1, 335–358.

    Article  Google Scholar 

  • Paternoster, R., & Bushway, S. (2009). Desistance and the feared self: Toward an identity theory of criminal desistance. Journal of Criminal Law & Criminology, 99, 1103–1156.

    Google Scholar 

  • Paternoster, R., Bachman, R., Kerrison, E., O’Connell, D., & Smith, L. (2016). Desistance from crime and identity: An empirical test with survival time. Criminal Justice and Behavior, 43, 1204–1224.

    Article  Google Scholar 

  • Pierce, G. P. (1994). The quality of relationships inventory: Assessing the interpersonal context of social support. In B. R. Burleson, T. L. Albrecht, & I. G. Sarason (Eds.), Communication of Social Support: Messages, Interactions, Relationships, and Community (pp. 247–266). Sage.

    Google Scholar 

  • Pierce, G. R., Sarason, I. G., Sarason, B. R., Solky-Butzel, J. A., & Nagle, L. C. (1997). Assessing the quality of personal relationships. Journal of Social and Personal Relationships, 14, 339–356.

    Article  Google Scholar 

  • Piore, M. J. (1968). On-the-job training and adjustment to technological change. Journal of Human Resources, 3, 435–449.

    Article  Google Scholar 

  • Piquero, A. R., MacDonald, J. M., & Parker, K. F. (2002). Race, local life circumstances, and criminal activity. Social Science Quarterly, 83, 654–670.

    Article  Google Scholar 

  • Sampson, R. J., & Laub, J. H. (1997). A life-course theory of cumulative disadvantage and the stability of delinquency. Developmental Theories of Crime and Delinquency, 7, 133–161.

    Google Scholar 

  • Sampson, R. J., & Laub, J. H. (1993). Crime in the making: Pathways and turning points through life. Harvard University Press.

    Book  Google Scholar 

  • Savolainen, J. (2009). Work, family and criminal desistance: Adult social bonds in a Nordic welfare state. The British Journal of Criminology, 49, 285–304.

    Article  Google Scholar 

  • Schubert, C. A., Mulvey, E. P., Steinberg, L., Cauffman, E., Losoya, S. H., Hecker, T., Chassin, L., & Knight, G. P. (2004). Operational lessons from the pathways to desistance project. Youth Violence and Juvenile Justice, 2, 237–255.

    Article  Google Scholar 

  • Schunck, R. (2013). Within and between estimates in random-effects models: Advantages and drawbacks of correlated random effects and hybrid models. The Stata Journal, 13(1), 65–76.

    Article  Google Scholar 

  • Shanahan, M. J. (2000). Pathways to adulthood in changing societies: Variability and mechanisms in life course perspective. Annual Review of Sociology, 26, 667–692.

    Article  Google Scholar 

  • Shaw, C. R. (1930[1966]). The jackroller: A delinquent boy’s own story. Chicago, IL: The University of Chicago Press.

  • Shover, N. (1996). Great pretenders: Pursuits and careers of persistent thieves. New York, NY: Routledge Taylor & Francis Group.

  • Simons, R. L., Stewart, E., Gordon, L. C., Conger, R. D., & Elder, G. H., Jr. (2002). A test of life-course explanations for stability and change in antisocial behavior from adolescence to young adulthood. Criminology, 40, 401–434.

    Article  Google Scholar 

  • Skardhamar, T., & Savolainen, J. (2014). Changes in criminal offending around the time of job entry: A study of employment and desistance. Criminology, 52, 263–291.

    Article  Google Scholar 

  • Snir, R., & Harpaz, I. (2002). To work or not to work: Nonfinancial employment commitment and the social desirability bias. The Journal of Social Psychology, 142, 635–644.

    Article  Google Scholar 

  • Uggen, C., & Wakefield, S. (2008). What have we learned from longitudinal studies of work and crime? In A. M. Liberman (Ed.), The Long View of Crime: A Synthesis of Longitudinal Research (pp. 191–219). Springer.

    Chapter  Google Scholar 

  • Uggen, C. (1999). Ex-offenders and the conformist alternative: A job quality model of work and crime. Social Problems, 46, 127–151.

    Article  Google Scholar 

  • Uggen, C. (2000). Work as a turning point in the life course of criminals: A duration model of age, employment, and recidivism. American Sociological Review, 65, 529–546.

    Article  Google Scholar 

  • Verbruggen, J., Blokland, A. A. J., & Van der Geest, V. R. (2012). Effects of employment and unemployment on serious offending in a high-risk sample of men and women from ages 18 to 32 in the Netherlands. British Journal of Criminology, 52, 845–869.

    Article  Google Scholar 

  • Verbruggen, J., Apel, R., Van der Geest, V. R., & Blokland, A. A. J. (2015). Work, income support, and crime in the Dutch welfare state: A longitudinal study following vulnerable youth into adulthood. Criminology, 53, 545–570.

    Article  Google Scholar 

  • Wadsworth, T. (2006). The meaning of work: Conceptualizing the deterrent effect of employment on crime among young adults. Sociological Perspectives, 49, 343–368.

    Article  Google Scholar 

  • Yang, C. S. (2017). Local labor markets and criminal recidivism. Journal of Public Economics, 147, 16–29.

    Article  Google Scholar 

Download references

Acknowledgements

I am grateful to Tom Loughran, Jean McGloin, Sally Simpson, Sarah Tahamont, Debra Shapiro, John Cochran, Richard Moule, and Bryanna Fox for their valuable feedback. I would also like to thank the Charles Koch Foundation for contributing early funding to support my research agenda.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Chae M. Jaynes.

Additional information

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

Below is the link to the electronic supplementary material.

Supplementary file1 (DOCX 27 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Jaynes, C.M. Commitment to Work: Assessing Heterogeneity in the Work-Crime Relationship from a Social Control Perspective. J Dev Life Course Criminology 8, 394–418 (2022). https://doi.org/10.1007/s40865-022-00188-w

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s40865-022-00188-w

Navigation