Child Welfare Information Gateway
Skip to main content
  • U.S. Department of Health & Human Services
  • Administration for Children & Families
  • Children's Bureau
Child Welfare Information Gateway
REPORT ABUSE OR
NEGLECT
FIND HELP WITH A
PERSONAL SITUATION   

Home Topics Publications Library State Resources More Tools & Resources News & Events
REPORT ABUSE OR
NEGLECT
FIND HELP WITH A
PERSONAL SITUATION   
  • About Us
  • Contact
  • Chat
  • Free Subscriptions
  • Resources in Spanish
  • About Us
  • Contact
  • Chat
  • Resources in Spanish
  • Shopping Cart
  • Home
  • Topics
    • Family-Centered Practice
      • Philosophy and Key Elements of Family-Centered Practice
      • Family-Centered Practice Across the Service Continuum
      • Engaging Families
      • Family-Centered Casework Practice
      • Family Group Decision-Making
      • Engaging Communities to Support Families
      • Creating a Family-Centered Agency Culture
    • Child Abuse & Neglect
      • Definitions of Child Abuse & Neglect
      • Identification of Child Abuse & Neglect
      • Risk Factors That Contribute to Child Abuse and Neglect
      • People Who Engage in Child Abuse or Neglect
      • Impact of Child Abuse & Neglect
      • Child Abuse & Neglect Fatalities
    • Preventing Child Abuse & Neglect
      • National Child Abuse Prevention Month
      • Overview: Preventing Child Abuse & Neglect
      • Promoting Child & Family Well-Being
      • Public Awareness & Creating Supportive Communities
      • Child Abuse and Neglect Prevention Programs
      • Developing & Sustaining Prevention Programs
      • Evidence-Based Practice for Child Abuse Prevention
      • Evaluating Prevention Programs
    • Responding to Child Abuse & Neglect
      • Introduction to Responding to Child Abuse & Neglect
      • Reporting Child Abuse and Neglect
      • Assessment in Child Protection
      • Differential Response in Child Protective Services
      • Child Protection Casework Practice
      • Responding to Child Maltreatment Near Fatalities and Fatalities
      • Trauma-Informed Practice in Child Welfare
      • Collaborative Responses to Child Abuse & Neglect
    • Supporting & Preserving Families
      • Supporting Families With Mental Health and Substance Use Disorders
      • Introduction to Family Support and Preservation
      • In-Home Services Involved With Child Protection
      • Family Support Services
      • Resources for Managers of Family Support and Preservation Services
      • Family Preservation Services
    • Out-of-Home Care
      • National Foster Care Month
      • Overview: Out-of-Home Care
      • Foster Care
      • Group and Residential Care
      • Kinship Care
      • Casework Practice in Out-of-Home Care
      • Transition to Adulthood and Independent Living
      • Placement Decisions
      • Resources for Foster Families
    • Achieving & Maintaining Permanency
      • Overview: Achieving & Maintaining Permanency
      • Reunifying Families
      • Recruiting and Retaining Resource Families
      • Permanency With Relatives and Kin
      • Guardianship
      • Permanency for Specific Youth Populations
      • Legal and Court Issues in Permanency
      • Interjurisdictional Placements
      • Working With Children, Youth, and Families in Permanency Planning
      • Working With Children, Youth, and Families After Permanency
      • Resources for Administrators and Managers About Permanency
      • Resources for Families About Permanency
    • Adoption
      • National Adoption Month
      • All-In Foster Adoption Challenge
      • Children's Bureau Adoption Call to Action
      • Adoption and Guardianship Assistance by State
      • Introduction to Adoption
      • Ethical Issues in Adoption
      • For Adopted People
      • For Adoption Program Managers & Administrators
      • For Expectant Parents Considering Adoption and Birth Parents
      • How to Adopt
      • Laws Related to Adoption
      • Parenting After Adoption
      • Preplacement Adoption Casework Practice
      • Postplacement Adoption Casework Practice
      • Search & Reunion in Adoption
    • Management & Supervision
      • Administering & Managing Child Welfare Agencies & Programs
      • Child Welfare Practice Improvement
      • Disaster Preparedness & Response
      • Ethical Practice & Client Rights
      • Evaluating Program and Practice Effectiveness
      • Funding
      • Information Systems & Data
      • Supervising Child Welfare Services
      • System Reform
      • Training
      • Workforce
    • Systemwide
      • Assessment
      • Behavioral Health & Wellness
      • Courts
      • Cultural Responsiveness
      • Diverse Populations and Communities
      • Domestic Violence
      • Human Trafficking
      • Laws & Policies
      • Service Array
      • Statistics
      • Well-Being
      • Youth
  • Publications
    • Publications Series
    • Browse by Topic
    • Browse by Title
    • índice de Títulos en Español (Spanish Title Index)
  • Library
    • Library Services
    • Library Search Help
  • State Resources
    • State Statutes
    • National Foster Care & Adoption Directory
    • State Guides & Manuals Search
    • State-Related Organizations Lists
    • Adoption and Guardianship Assistance by State
  • More Tools & Resources
    • Related Organizations
    • Learning Center
    • Resources From the Children's Bureau
      • Children's Bureau Discretionary Grants
      • The Story of the Children's Bureau
      • Children's Bureau Video Series
    • Child Welfare Information Gateway Podcast Series
    • Multimedia
      • Videos
      • Webinars
    • Family Engagement Inventory
  • News & Events
    • Free Subscriptions
    • Adoption Triad
    • Children's Bureau Express (CBX)
    • The Grantee Connection
    • New on Information Gateway
    • New From the Children's Bureau
    • Event Calendar
  • Home
  • Topics
  • Management & Supervision
  • Information Systems & Data
  • Predictive Analytics in Child Welfare
  • Predictive Analytics in Child Welfare: State and Local Examples

Predictive Analytics in Child Welfare: State and Local Examples

Predictive analytics tools are an emerging strategy to making data-driven decisions and enhancing decision-making about child welfare services and child protection interventions. These tools are being employed at a variety of locations across the country, and they are constantly evolving as the field learns more about the research behind and the application of predictive analytics technology. Use the resources below to learn about the use of predictive analytics tools, their implementation, and results. 

The resources below are for informational purposes only. Information Gateway and its affiliates do not endorse the organizations designing or utilizing these tools, and we do not endorse the products or services they offer.

Developing Predictive Risk Models to Support Child Maltreatment Hotline Screening Decisions (PDF - 5,970 KB)
Allegheny County Department of Human Services (2019) 
Provides an overview of the Allegheny Family Screening Tool, a predictive risk-modeling tool being used in Pennsylvania to improve child welfare screening decisions. This publication includes eight documents that review the tool.

The Foster Care System Turns to Big Data: Promising or Profiling? 
Loudenback (2022)
The Imprint
Describes the use of predictive analytics over time in Los Angeles County. 

Implementing Executive Order 50 (2019): Summary of Agency Compliance Reporting (PDF - 566 KB) 
Thamkittikasem (2020)
City of New York Office of the Mayor
Provides a directory of algorithmic tools being used in New York City, including the tool being used by the Quality Assurance Unit within the Division of Child Protection to review child welfare investigations and support the selection of cases for review. 

Implementing the Hello Baby Prevention Program in Allegheny County: Methodology Report (PDF - 1,024 KB) 
Vaithianathan, Putnam-Hornstein, & Benavides-Prado (2020)
Auckland University of Technology, Centre for Social Data Analytics
Discusses a predictive risk-modeling tool, Hello Baby, that uses proactive outreach and matches family’s needs to existing support services. The Hello Baby program allows Allegheny County (PA) to overcome the limitations of traditional referral pathways, which rely on families or providers for referrals to services.

(Back to Top)

Children's Bureau - An office of the Administration for Children and Families

Child Welfare Information Gateway is a service of the

  • Children’s Bureau
  • Administration for Children and Families
  • U.S. Department of Health and Human Services.
↑ Back to top
  • HOME
  • TOPICS
    • Family-Centered Practice
    • Child Abuse & Neglect
    • Preventing Child Abuse & Neglect
    • Responding to Child Abuse & Neglect
    • Supporting & Preserving Families
    • Out-of-Home Care
    • Achieving & Maintaining Permanency
    • Adoption
    • Management & Supervision
    • Systemwide
  • National Initiatives
    • National Adoption Month
    • National Child Abuse Prevention Month
    • National Foster Care Month
  • Publications
    • Publications Series
    • Browse by Title
    • Browse by Topic
    • Índice de Títulos en Español
  • Library
    • Search the Library
  • State Resources
    • State Statutes
    • National Foster Care & Adoption Directory
    • State Guides & Manuals
    • State Related Organizations Lists
    • Adoption Assistance by State
  • More Tools & Resources
    • Related Organizations
    • Learning Center
    • Children's Bureau Resources
    • Information Gateway Podcast
    • Multimedia
    • Family Engagement Inventory
  • NEWS AND EVENTS
    • New on Information Gateway
    • New From the Children's Bureau
    • Event Calendar
  • ABOUT US
    • How to Report Child Abuse or Neglect
    • Find Help With a Personal Situation
    • Frequently Asked Questions
    • Glossary
    • Search A to Z
  • Contact Us
    • 1-800-394-3366
    • info@childwelfare.gov
    • Subscribe to Free Updates
    • Chat With Us
  • Follow us on Facebook
  • Follow us on Twitter
  • Follow us on YouTube
  • POLICIES & HELPFUL LINKS
    • Disclaimer and Policies
    • Privacy Policy
    • Accessibility
    • FOIA requests
    • No FEAR Act data
    • Office of the Inspector General
    • Performance reports
    • Vulnerability Disclosure Policy
    • USA.gov
    • Download Acrobat Reader
  • ↑ Back to top