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Domain Atlas / Child welfare & family services

Case fileOregon, USAlarge deployment

Oregon Safety at Screening

Oregon's child-welfare agency dropped its AFST-derived Safety at Screening tool in 2022, citing equity concerns amid national scrutiny of racial disparity in child-welfare algorithms.[2]

What happened

Oregon's child-welfare agency built its Safety at Screening tool on the Allegheny approach, then dropped its use in 2022 as national scrutiny of racial disparity in child-welfare algorithms intensified, citing equity concerns and a desire to reduce disparities rather than defend the tool. Reporting at the time framed it as one of the first voluntary walk-backs by a state agency.

The sociotechnical reading

Most cases in this Atlas end with courts or commissions. Oregon is the counter-example: an internal actor exercising the authority to stop, before a documented crisis forced it. Whatever one concludes about the tool itself, the governance event is the point — discontinuation was an available, exercised control. Institutions rehearsing with the PAN Lab should notice how rare that is in this Atlas, and how much cheaper it is than the alternatives on either side of it.

The concepts used in this reading are defined in the Field Guide; the governance responses live in the Practice Library.

Grounding sources for this case

The same sources that ground this model organization in the PAN library — evaluations, government documents, investigative reporting, and advocacy documentation, each labeled by tier.

Seeing your organization in this case file?

The histories here are documented after the harm. Mapping a live deployment's pathways and pressures — before the incident report — is engagement work: intake, diagnosis, prescription, and monitoring, with every limitation stated.

Sources & Evidence

Claims made on this page and what supports them. The full registry lives in Evidence.

EmpiricalOregon's child-welfare agency dropped its AFST-derived Safety at Screening tool in 2022, citing equity concern…

Oregon's child-welfare agency dropped its AFST-derived Safety at Screening tool in 2022, citing equity concerns amid national scrutiny of racial disparity in child-welfare algorithms.