RT Journal Article SR Electronic T1 Algorithms and Decision-making JF Journal of Human Resources JO J Hum Resour FD University of Wisconsin Press SP 0224-13437R2 DO 10.3368/jhr.0224-13437R2 A1 Fitzpatrick, Maria D. A1 Sadowski, Katharine A1 Wildeman, Christopher YR 2025 UL http://jhr.uwpress.org/content/early/2025/08/01/jhr.0224-13437R2.abstract AB Around 40% of children experience maltreatment (Finkelhor et al. 2013), with harmful outcomes and high social costs. Child protection decisions are complex, and potentially biased and/or prone to errors due to underfunding and overload. Our randomized controlled trial showed algorithmic tools sped up decision-making but didn't significantly change child outcomes, perhaps because COVID disruptions limited outcome analysis. Results are suggestive that risk aversions played a role: high-risk cases flagged by the tool were more likely screened in, while low-risk cases weren’t more likely screened out. Time savings from the tool could enable caseworkers to spend more time directly with families.