Aligning a Household-Level Service Array Through a Jurisdiction-Wide Child Maltreatment Prevention Effort: Protocol for a Geospatial and Counterfactual Modeling Study
This protocol sets forth a novel approach for the allocation of supportive services for families at risk of child maltreatment through geospatial smoothing via an RTM framework and the maximization of service impact through a counterfactual explanation model. Child maltreatment is an unfortunate and ubiquitous issue in the United States. This proposal builds on jurisdiction-wide public health strategies to allocate services in a data-informed fashion and further align future iterations of the allocation strategy using outcomes-based counterfactual modeling at the household level. The flexibility of the proposed methodology enables its application regardless of the collaborating jurisdiction's preferences and constraints.
Authors
- Dyann Daley
- Jamaal Green (ORCID: https://orcid.org/0000-0002-8322-8654)
- Brian D. Glass
- Jordan Purdy
Institutions
- Align Technology (United States) (US)
- Vitalant (US)
- University of Pennsylvania (US)
Publication Details
- Journal
- JMIR Research Protocols
- Published
- 2025-12-30
- DOI
- https://doi.org/10.2196/71997
- Primary Topic
- Child Abuse and Trauma
- Type
- article
- Field-Weighted Citation Impact
- 0.00