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A biosocial analysis of the sources of missing data in criminological research

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  • Schwartz, Joseph A.
  • Beaver, Kevin M.

Abstract

Failing to deal with missing data patterns effectively may result in biased parameter estimates and ultimately may produce inaccurate results and conclusions. The vast majority of criminological research has addressed this issue with listwise deletion (LD) and multiple imputation (MI) techniques. Identifying the specific covariates that directly contribute to patterns of missingness is highly important in deciding which technique to use. One of the more surprising omissions from the identified list of covariates is the potential role of genetic influences in the development of missingness.

Suggested Citation

  • Schwartz, Joseph A. & Beaver, Kevin M., 2014. "A biosocial analysis of the sources of missing data in criminological research," Journal of Criminal Justice, Elsevier, vol. 42(6), pages 452-461.
    • Handle: RePEc:eee:jcjust:v:42:y:2014:i:6:p:452-461
    DOI: 10.1016/j.jcrimjus.2014.07.002
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    References listed on IDEAS

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    2. Patrick Royston, 2005. "Multiple imputation of missing values: update," Stata Journal, StataCorp LP, vol. 5(2), pages 188-201, June.
    3. Beaver, Kevin M. & Connolly, Eric J. & Schwartz, Joseph A. & Al-Ghamdi, Mohammed Said & Kobeisy, Ahmed Nezar, 2013. "Genetic and environmental contributions to stability and change in levels of self-control," Journal of Criminal Justice, Elsevier, vol. 41(5), pages 300-308.
    4. Boisvert, Danielle & Boutwell, Brian B. & Barnes, J.C. & Vaske, Jamie, 2013. "Genetic and environmental influences underlying the relationship between low self-control and substance use," Journal of Criminal Justice, Elsevier, vol. 41(4), pages 262-272.
    5. Patrick Royston, 2005. "Multiple imputation of missing values: Update of ice," Stata Journal, StataCorp LP, vol. 5(4), pages 527-536, December.
    6. Patrick Royston, 2005. "MICE for multiple imputation of missing values," United Kingdom Stata Users' Group Meetings 2005 02, Stata Users Group.
    7. Niv, Sharon & Tuvblad, Catherine & Raine, Adrian & Baker, Laura A., 2013. "Aggression and rule-breaking: Heritability and stability of antisocial behavior problems in childhood and adolescence," Journal of Criminal Justice, Elsevier, vol. 41(5), pages 285-291.
    8. Harold Alderman & Jere Behrman & Hans-Peter Kohler & John A. Maluccio & Susan Watkins, 2001. "Attrition in Longitudinal Household Survey Data," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 5(4), pages 79-124.
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    Cited by:

    1. DeLisi, Matt & Vaughn, Michael G., 2015. "Ingredients for Criminality Require Genes, Temperament, and Psychopathic Personality," Journal of Criminal Justice, Elsevier, vol. 43(4), pages 290-294.
    2. Fox, Bryanna, 2017. "It's nature and nurture: Integrating biology and genetics into the social learning theory of criminal behavior," Journal of Criminal Justice, Elsevier, vol. 49(C), pages 22-31.

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