IDEAS home Printed from https://ideas.repec.org/a/eee/cysrev/v108y2020ics0190740919302968.html
   My bibliography  Save this article

Exploring the protective factors of children and families identified at highest risk of adverse childhood experiences by a predictive risk model: An analysis of the growing up in New Zealand cohort

Author

Listed:
  • Walsh, Matthew C.
  • Joyce, Sophie
  • Maloney, Tim
  • Vaithianathan, Rhema

Abstract

With increasing access to integrated administrative data, and advances in predictive analytics, it is both theoretically possible and practically feasible to use predictive risk models (PRMs) to automatically risk stratify entire birth-cohorts as to their risk of experiencing multiple adversities in childhood (Vaithianathan et al., 2013, 2018; Rouland & Vaithianathan, 2018). Such automated screening tools allow agencies to identify families at highest risk and offer them preventive services in a timely fashion. However, little is known about what protective factors might exist amongst families who are identified as high risk by PRMs. Identifying protective factors is an important step in designing preventive services for families identified by PRM tools as well as helping social workers take a strengths-based approach to these families.

Suggested Citation

  • Walsh, Matthew C. & Joyce, Sophie & Maloney, Tim & Vaithianathan, Rhema, 2020. "Exploring the protective factors of children and families identified at highest risk of adverse childhood experiences by a predictive risk model: An analysis of the growing up in New Zealand cohort," Children and Youth Services Review, Elsevier, vol. 108(C).
    • Handle: RePEc:eee:cysrev:v:108:y:2020:i:c:s0190740919302968
    DOI: 10.1016/j.childyouth.2019.104556
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0190740919302968
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.childyouth.2019.104556?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Rouland, B. & Vaithianathan, R., 2018. "Cumulative prevalence of maltreatment among New Zealand children, 1998–2015," American Journal of Public Health, American Public Health Association, vol. 108(4), pages 511-513.
    2. Putnam-Hornstein, Emily & Needell, Barbara, 2011. "Predictors of child protective service contact between birth and age five: An examination of California's 2002 birth cohort," Children and Youth Services Review, Elsevier, vol. 33(8), pages 1337-1344, August.
    3. Scarrow, Andrea & Futris, Ted G. & Fuhrman, Nicholas E., 2014. "The factors associated with child welfare professionals' application of relationship education," Children and Youth Services Review, Elsevier, vol. 46(C), pages 265-275.
    4. Elgin, Dallas J., 2018. "Utilizing predictive modeling to enhance policy and practice through improved identification of at-risk clients: Predicting permanency for foster children," Children and Youth Services Review, Elsevier, vol. 91(C), pages 156-167.
    5. Putnam-Hornstein, Emily & Needell, Barbara, 2011. "Predictors of child protective service contact between birth and age five: An examination of California's 2002 birth cohort," Children and Youth Services Review, Elsevier, vol. 33(11), pages 2400-2407.
    6. Antle, Becky F. & Frey, Shannon E. & Sar, Bibhuti K. & Barbee, Anita P. & van Zyl, Michiel A., 2010. "Training the child welfare workforce in healthy couple relationships: An examination of attitudes and outcomes," Children and Youth Services Review, Elsevier, vol. 32(2), pages 223-230, February.
    7. de Haan, Irene & Connolly, Marie, 2014. "Another Pandora's box? Some pros and cons of predictive risk modeling," Children and Youth Services Review, Elsevier, vol. 47(P1), pages 86-91.
    8. National Academies of Sciences & Engineering & Medicine & Committee on Supporting the Parents of Young Children of which Kimberly Boller is a member, "undated". "Parenting Matters: Supporting Parents of Children Ages 0-8," Mathematica Policy Research Reports 0d33e77215494adfa4e04d2a3, Mathematica Policy Research.
    9. Sar, Bibhuti K. & Antle, Becky F. & Bledsoe, Linda K. & Barbee, Anita P. & Van Zyl, Michiel A., 2010. "The importance of expanding home visitation services to include strengthening family relationships for the benefit of children," Children and Youth Services Review, Elsevier, vol. 32(2), pages 198-205, February.
    10. Kristin Anderson Moore & Alysha Ramirez, 2016. "Adverse Childhood Experience and Adolescent Well-being: Do Protective Factors Matter?," Child Indicators Research, Springer;The International Society of Child Indicators (ISCI), vol. 9(2), pages 299-316, June.
    11. Schramm, David G. & Futris, Ted G. & Galovan, Adam M. & Allen, Kimberly, 2013. "Is relationship and marriage education relevant and appropriate to child welfare?," Children and Youth Services Review, Elsevier, vol. 35(3), pages 429-438.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Futris, Ted G. & Schramm, David G. & Richardson, Evin W. & Lee, Tae Kyoung, 2015. "The impact of organizational support on the transfer of learning to practice," Children and Youth Services Review, Elsevier, vol. 51(C), pages 36-43.
    2. Scarrow, Andrea & Futris, Ted G. & Fuhrman, Nicholas E., 2014. "The factors associated with child welfare professionals' application of relationship education," Children and Youth Services Review, Elsevier, vol. 46(C), pages 265-275.
    3. Schwartz, Ira M. & York, Peter & Nowakowski-Sims, Eva & Ramos-Hernandez, Ana, 2017. "Predictive and prescriptive analytics, machine learning and child welfare risk assessment: The Broward County experience," Children and Youth Services Review, Elsevier, vol. 81(C), pages 309-320.
    4. Maria Manuela Calheiros & Sandra Ornelas & Eunice Magalhães & Margarida Vaz Garrido, 2022. "Profiles of Young Children Involved with Child Protection Services in Portugal," Child Indicators Research, Springer;The International Society of Child Indicators (ISCI), vol. 15(3), pages 933-958, June.
    5. Elgin, Dallas J., 2018. "Utilizing predictive modeling to enhance policy and practice through improved identification of at-risk clients: Predicting permanency for foster children," Children and Youth Services Review, Elsevier, vol. 91(C), pages 156-167.
    6. Morrison, Maria & Drake, Brett, 2023. "Foster children in care due to parental incarceration: A national longitudinal study," Children and Youth Services Review, Elsevier, vol. 144(C).
    7. Ubbesen, Mads Bonde & Petersen, Liselotte & Mortensen, Preben Bo & Kristensen, Ole Steen, 2012. "Out of care and into care again: A Danish register‐based study of children placed in out-of‐home care before their third birthday," Children and Youth Services Review, Elsevier, vol. 34(11), pages 2147-2155.
    8. Maguire-Jack, Kathryn & Font, Sarah A., 2017. "Intersections of individual and neighborhood disadvantage: Implications for child maltreatment," Children and Youth Services Review, Elsevier, vol. 72(C), pages 44-51.
    9. Fong, Kelley, 2017. "Child welfare involvement and contexts of poverty: The role of parental adversities, social networks, and social services," Children and Youth Services Review, Elsevier, vol. 72(C), pages 5-13.
    10. Megan Feely, 2022. "Changed for the Better: The Modifiable Maltreatment Factors Framework," Societies, MDPI, vol. 12(1), pages 1-11, February.
    11. Izakian, Hesam & Russell, Matthew Joseph & Zwicker, Jennifer & Cui, Xinjie & Tough, Suzanne, 2019. "Trajectory of service use among Albertan youth with complex service need," Children and Youth Services Review, Elsevier, vol. 100(C), pages 229-238.
    12. Cardoso, Jodi Berger & Dettlaff, Alan J. & Finno-Velasquez, Megan & Scott, Jennifer & Faulkner, Monica, 2014. "Nativity and immigration status among Latino families involved in the child welfare system: Characteristics, risk, and maltreatment," Children and Youth Services Review, Elsevier, vol. 44(C), pages 189-200.
    13. Goodwin, Brian & Wilson, Elisabeth S. & Oware, Matthew M. & Kestian, Heather H. & Stigdon, Terry J. & Miller, Eric A., 2022. "Text mining and the examination of language used to report child maltreatment: How language impacts child welfare intake reports," Children and Youth Services Review, Elsevier, vol. 133(C).
    14. Chiang, Chien-Jen & Jonson-Reid, Melissa & Kim, Hyunil & Drake, Brett & Pons, Laura & Kohl, Patricia & Constantino, John N. & Auslander, Wendy, 2018. "Service engagement and retention: Lessons from the Early Childhood Connections Program," Children and Youth Services Review, Elsevier, vol. 88(C), pages 114-127.
    15. Font, Sarah A. & Berger, Lawrence M. & Slack, Kristen S., 2012. "Examining racial disproportionality in child protective services case decisions," Children and Youth Services Review, Elsevier, vol. 34(11), pages 2188-2200.
    16. Straatmann, Viviane S. & Jackisch, Josephine & Brännström, Lars & Almquist, Ylva B., 2021. "Intergenerational transmission of out-of-home care and the role of mental health problems: Findings from Stockholm birth cohort multigenerational study," Social Science & Medicine, Elsevier, vol. 284(C).
    17. King, Bryn & Fallon, Barbara & Filippelli, Joanne & Black, Tara & O'Connor, Carolyn, 2018. "Troubled teens and challenged caregivers: Characteristics associated with the decision to provide child welfare services to adolescents in Ontario, Canada," Children and Youth Services Review, Elsevier, vol. 87(C), pages 205-215.
    18. Schramm, David G. & Futris, Ted G. & Galovan, Adam M. & Allen, Kimberly, 2013. "Is relationship and marriage education relevant and appropriate to child welfare?," Children and Youth Services Review, Elsevier, vol. 35(3), pages 429-438.
    19. Kim, Hyunil & Jonson-Reid, Melissa & Kohl, Patricia & Chiang, Chien-jen & Drake, Brett & Brown, Derek & McBride, Tim & Guo, Shenyang, 2020. "Latent class analysis risk profiles: An effective method to predict a first re-report of maltreatment?," Evaluation and Program Planning, Elsevier, vol. 80(C).
    20. Witte, Susanne, 2020. "Case file analyses in child protection research: Review of methodological challenges and development of a framework," Children and Youth Services Review, Elsevier, vol. 108(C).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:cysrev:v:108:y:2020:i:c:s0190740919302968. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/childyouth .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.