Abstract
Although parenting is one of the most commonly studied predictors of child problem behavior, few studies have examined parenting as a multidimensional and dynamic construct. This study investigated different patterns of developmental trajectories of two parenting dimensions (harsh discipline [HD] and parental warmth [PW]) with a person-oriented approach and examined the associations between different parenting patterns and child externalizing problems and callous-unemotional traits. Data were drawn from the combined high-risk control and normative sample (n = 753) of the Fast Track Project. Parent-reported HD and observer-reported PW from kindergarten to grade 2 were fit to growth mixture models. Two subgroups were identified for HD (low decreasing, 83.0 %; high stable, 17.0 %) and PW (high increasing, 78.7 %; low increasing, 21.3 %). The majority of parents (67.0 %) demonstrated the low decreasing HD and high increasing PW pattern, while the prevalence of the high stable HD and low increasing PW pattern was the lowest (6.8 %). Parenting satisfaction, parental depression, family socioeconomic status, and neighborhood safety predicted group memberships jointly defined by the two dimensions. Children from the high stable HD and low increasing PW pattern showed the highest levels of externalizing problems in grades 4 and 5. Children from the low decreasing HD and low increasing PW pattern showed the highest levels of callous-unemotional traits in grade 7. These findings demonstrate the utility and significance of a person-oriented approach to measuring parenting as a multidimensional and dynamic construct and reveal the interplay between HD and PW in terms of their influences on child developmental outcomes.
Similar content being viewed by others
References
Achenbach, T. M. (1991a). Manual for the child behavior checklist and revised child behavior profile. Burlington, VT: University of Vermont, Department of Psychiatry.
Achenbach, T. M. (1991b). Manual for the teacher’s report form. Burlington, VT: University of Vermont, Department of Psychiatry.
Barnes, G. M., Reifman, A. S., Farrell, M. P., & Dintcheff, B. A. (2000). The effects of parenting on the development of adolescent alcohol misuse: A six-wave latent growth model. Journal of Marriage and Family, 62, 175–186.
Baumrind, D. (1991). Parenting styles and adolescent development. In J. Brooks-Gunn, R. Lerner, & A. C. Petersen (Eds.), The encyclopedia of adolescence (pp. 746–758). New York: Garland.
Belsky, J. (1984). The determinants of parenting: A process model. Child Development, 55, 83–96.
Conduct Problems Prevention Research Group. (1990). Family Information Form. Available from the Fast Track Project website: http://www.fasttrackproject.org.
Conduct Problems Prevention Research Group. (1991). Neighborhood Questionnaire. Available from the Fast Track Project website: http://www.fasttrackproject.org.
Conduct Problems Prevention Research Group. (1992). A developmental and clinical model for the prevention of conduct disorder: The FAST Track Program. Development and Psychopathology, 4, 509–527.
Conduct Problems Prevention Research Group. (2000). Merging universal and indicated prevention programs: The Fast Track model. Addictive Behaviors, 25, 913–927.
Crnic, K., & Greenberg, M. (1990). Minor parenting stresses with young children. Child Development, 61, 1628–1637.
Darling, N., & Steinberg, L. (1993). Parenting style as context: An integrative model. Psychological Bulletin, 113, 487–496.
Deater-Deckard, K., & Dodge, K. A. (1997). Externalizing behavior problems and discipline revisited: Nonlinear effects and variation by culture, context, and gender. Psychological Inquiry, 8, 161–175.
Deater-Deckard, K., Dodge, K. A., Bates, J. E., & Pettit, G. S. (1996). Physical discipline among African American and European American mothers: Links to children's externalizing behaviors. Developmental Psychology, 32, 1065–1072.
Dodge, K. A., Bates, J. E., & Pettit, G. S. (1990). Mechanisms in the cycle of violence. Science, 250, 1678–1683.
Dodge, K. A., Pettit, G. S., & Bates, J. E. (1994). Socialization mediators of the relation between socioeconomic status and child conduct problems. Child Development, 65, 649–665.
Downey, G., & Coyne, J. C. (1990). Children of depressed parents: An integrative review. Psychological Bulletin, 108, 50–76.
Frick, P. J., & Hare, R. D. (2001). The antisocial process screening device. Toronto, ON: Multi-Health Systems.
Hipwell, A., Keenan, K., Kasza, K., Loeber, R., Stouthamer-Loeber, M., & Bean, T. (2008). Reciprocal influences between girls’ conduct problems and depression, and parental punishment and warmth: A six year prospective analysis. Journal of Abnormal Child Psychology, 36, 663–677.
Hollingshead, A. B. (1975). Four Factor Index of Social Status. Unpublished manuscript. New Haven, Connecticut: Yale University.
Johnston, C., & Mash, E. J. (1989). A measure of parenting satisfaction and efficacy. Journal of Clinical Child Psychology, 18, 167–175.
Jones, D., Dodge, K. A., Foster, E. M., Nix, R., & the Conduct Problems Prevention Research Group. (2002). Early identification of children at risk for costly mental health service use. Prevention Science, 3, 247–256.
Laird, R. D., Criss, M. M., Pettit, G. S., Bates, J. E., & Dodge, K. A. (2009). Developmental trajectories and antecedents of distal parental supervision. The Journal of Early Adolescence, 29, 258–284.
Lanza, S. T., & Rhoades, B. L. (2013). Latent class analysis: An alternative perspective on subgroup analysis in prevention and treatment. Prevention Science, 14, 157–168.
Lanza, S. T., Rhoades, B. L., Nix, R. L., Greenberg, M. T., & the Conduct Problems Prevention Research Group. (2010). Modeling the interplay of multilevel risk factors for future academic and behavior problems: A person-centered approach. Development and Psychopathology, 22, 313–335.
Leventhal, T., & Brooks-Gunn, J. (2000). The neighborhoods they live in: The effects of neighborhood residence on child and adolescent outcomes. Psychological Bulletin, 126, 309–337.
Lo, Y., Mendell, N. R., & Rubin, D. B. (2001). Testing the number of components in a normal mixture. Biometrika, 88, 767–778.
Luyckx, K., Tildesley, E. A., Soenens, B., Andrews, J. A., Hampson, S. E., Peterson, M., & Duriez, B. (2011). Parenting and trajectories of children's maladaptive behaviors: A 12-year prospective community study. Journal of Clinical Child and Adolescent Psychology, 40, 468–478.
MacDonald, K. (1992). Warmth as a developmental construct: An evolutionary analysis. Child Development, 63, 753–773.
McKee, L., Roland, E., Coffelt, N., Olson, A., Forehand, R., Massari, C., & Zens, M. S. (2007). Harsh discipline and child problem behaviors: The roles of positive parenting and gender. Journal of Family Violence, 22, 187–196.
McMahon, R. J., Witkiewitz, K., Kotler, J. S., & the Conduct Problems Prevention Research Group. (2010). Predictive validity of callous-unemotional traits measures in early adolescence with respect to multiple antisocial outcomes. Journal of Abnormal Psychology, 119, 752–763.
Muthén, L. K., & Muthén, B. O. (1998–2012). Mplus user's guide (7th ed.). Los Angeles, CA: Authors.
Nylund, K. L., Asparouhov, T., & Muthén, B. O. (2007). Deciding on the number of classes in latent class analysis and growth mixture modeling: A Monte Carlo simulation study. Structural Equation Modeling, 14, 535–569.
Pardini, D. A. (2008). Novel insights into longstanding theories of bidirectional parent–child influences: Introduction to the Special Section. Journal of Abnormal Child Psychology, 36, 627–631.
Pardini, D., Lochman, J. E., & Powell, N. (2007). The development of callous-unemotional traits and antisocial behavior in children: Are there shared and/or unique predictors? Journal of Clinical Child and Adolescent Psychology, 36, 319–333.
Pasalich, D. S., Witkiewitz, K., McMahon, R. J., Pinderhughes, E. E., & the Conduct Problems Prevention Research Group. (2016). Indirect effects of the Fast Track intervention on conduct disorder symptoms and callous-unemotional traits: Distinct pathways involving discipline and warmth. Journal of Abnormal Child Psychology, 44, 587–597.
Patterson, G. R., Reid, J. B., & Dishion, T. J. (1992). Antisocial boys. Eugene, OR: Castalia.
Pettit, G. S., & Arsiwalla, D. D. (2008). Commentary on Special Section on “bidirectional parent–child relationships”: The continuing evolution of dynamic, transactional models of parenting and youth behavior problems. Journal of Abnormal Child Psychology, 36, 711–718.
Pettit, G. S., Keiley, M. K., Laird, R. D., Bates, J. E., & Dodge, K. A. (2007). Predicting the developmental course of mother-reported monitoring across childhood and adolescence from early proactive parenting, child temperament, and parents’ worries. Journal of Family Psychology, 21, 206–217.
Power, T. G. (2013). Parenting dimensions and styles: A brief history and recommendations for future research. Childhood Obesity, 9, S-14–S-21.
Prinzie, P., Onghena, P., & Hellinckx, W. (2006). A cohort-sequential multivariate latent growth curve analysis of normative CBCL aggressive and delinquent problem behavior: Associations with harsh discipline and gender. International Journal of Behavioral Development, 30, 444–459.
Radloff, L. S. (1977). The CES-D scale: A self-report depression scale for research in the general population. Applied Psychological Measurement, 1, 385–401.
Rothbaum, F., & Weisz, J. R. (1994). Parental caregiving and child externalizing behavior in nonclinical samples: A meta-analysis. Psychological Bulletin, 116, 55–74.
Rubin, D. B., & Little, R. J. (2002). Statistical analysis with missing data. Hoboken, NJ: Wiley.
Sandler, I., Schoenfelder, E., Wolchik, S., & MacKinnon, D. (2011). Long-term impact of prevention programs to promote effective parenting: Lasting effects but uncertain processes. Annual Review of Psychology, 62, 299–329.
Shanahan, L., McHale, S. M., Crouter, A. C., & Osgood, D. W. (2007a). Warmth with mothers and fathers from middle childhood to late adolescence: within-and between-families comparisons. Developmental Psychology, 43, 551–563.
Shanahan, L., McHale, S. M., Osgood, D. W., & Crouter, A. C. (2007b). Conflict frequency with mothers and fathers from middle childhood to late adolescence: Within-and between-families comparisons. Developmental Psychology, 43, 539–550.
Simons, R. L., Chao, W., Conger, R. D., & Elder, G. H. (2001). Quality of parenting as mediator of the effect of childhood defiance on adolescent friendship choices and delinquency: A growth curve analysis. Journal of Marriage and Family, 63, 63–79.
Straus, M. A., Hamby, S. L., Finkelhor, D., Moore, D. W., & Runyan, D. (1998). Identification of child maltreatment with the parent-child conflict tactics scales: Development and psychometric data for a national sample of American parents. Child Abuse and Neglect, 22, 249–270.
Tobler, A. L., & Komro, K. A. (2010). Trajectories of parental monitoring and communication and effects on drug use among urban young adolescents. Journal of Adolescent Health, 46, 560–568.
Trentacosta, C. J., Criss, M. M., Shaw, D. S., Lacourse, E., Hyde, L. W., & Dishion, T. J. (2011). Antecedents and outcomes of joint trajectories of mother-son conflict and warmth during middle childhood and adolescence. Child Development, 82, 1676–1690.
Van Ryzin, M. J., & Dishion, T. J. (2012). The impact of a family-centered intervention on the ecology of adolescent antisocial behavior: Modeling developmental sequelae and trajectories during adolescence. Development and Psychopathology, 24, 1139–1155.
Viding, E., & McCrory, E. J. (2012). Why should we care about measuring callous-unemotional traits in children? British Journal of Psychiatry, 200, 177–178.
Waller, R., Gardner, F., Shaw, D. S., Dishion, T. J., Wilson, M. N., & Hyde, L. W. (2015). Callous-unemotional behavior and early-childhood onset of behavior problems: The role of parental harshness and warmth. Journal of Clinical Child and Adolescent Psychology, 44, 655–667.
Waller, R., Gardner, F., & Hyde, L. W. (2013). What are the associations between parenting, callous-unemotional traits, and antisocial behavior in youth? A systematic review of evidence. Clinical Psychology Review, 33, 593–608.
Acknowledgments
This article used data from the Fast Track project (for additional information about Fast Track, see http://www.fasttrackproject.org). We are grateful for the collaboration of the Durham Public Schools, the Metropolitan Nashville Public Schools, the Bellefonte Area Schools, the Tyrone Area Schools, the Mifflin County Schools, the Highline Public Schools, and the Seattle Public Schools. We appreciate the hard work and dedication of the many staff members who implemented the project, collected the evaluation data, and assisted with data management and analyses. We are grateful to the Conduct Problems Prevention Research Group (Karen L. Bierman, John D. Coie, Kenneth A. Dodge, Mark T. Greenberg, John E. Lochman, Robert J. McMahon, and Ellen E. Pinderhughes) for providing the data and for additional involvement.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Funding
This work was supported by National Institute of Mental Health (NIMH) Grants R18 MH48043, R18 MH50951, R18 MH50952, R18 MH50953, K05MH00797, and K05MH01027; National Institute on Drug Abuse (NIDA) Grants DA016903, K05DA15226, and P30DA023026; and Department of Education Grant S184U30002. The Center for Substance Abuse Prevention also provided support through a memorandum of agreement with the NIMH. Additional support for the preparation of this work was provided by a LEEF B.C. Leadership Chair award, Child & Family Research Institute Investigator Salary and Investigator Establishment Awards, and a Canada Foundation for Innovation award to Robert J. McMahon.
Conflict of Interest
The authors declare that they have no conflict of interest.
Ethical Approval
All procedures performed in studies involving human participants were in accordance with the ethical standards of the institutional and/or national research committee and with the 1964 Helsinki Declaration and its later amendments or comparable ethical standards.
Informed Consent
Informed consent was obtained from all participants included in the study.
Electronic Supplementary Material
Below is the link to the electronic supplementary material.
Supplementary Table 1
Model Fit Indices (DOCX 27 kb)
Supplementary Table 2
Group Membership Prediction with Binary Logistic Regression (DOCX 23 kb)
Supplementary Table 3
Child Externalizing Problems between Groups within each Dimension (DOCX 28 kb)
Rights and permissions
About this article
Cite this article
Zheng, Y., Pasalich, D.S., Oberth, C. et al. Capturing Parenting as a Multidimensional and Dynamic Construct with a Person-Oriented Approach. Prev Sci 18, 281–291 (2017). https://doi.org/10.1007/s11121-016-0665-0
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11121-016-0665-0