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Algorithmic Management in Gig Work
Liggéeyukaay yi
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IA ci liggéey sosiaal ak jàppale xale
The Allegheny Family Screening Tool (AFST) is a predictive-risk model used by Allegheny County to support child-welfare referral screening.
Déglul tegtal biiIA-nettali · ~1 min
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Résumé
Its purpose, model design and governance are specific to that local tool and version.
Plongeur bu xóot
AFST estimates a child’s likelihood of a specified child-welfare outcome within two years of an investigation, according to the county. Version 2 methodology describes logistic regression and its feature/validation choices. Research and advocacy analyses discuss how administrative data and prior service contact may encode socioeconomic differences; these are concerns about this tool and its data, not universal findings for every agency. County documentation describes a support role for screening staff.
Doxal ci àdduna dëgg
Allegheny County says AFST produces a risk score to help screeners decide whether to investigate a referral.
Version 2 methodology describes logistic regression and evaluates modeling choices for that implementation.
A county update describes how screeners use the tool as additional information, not a replacement for professional judgment.
The ACLU and AP sources document public concerns and analyses of data choices and potential disparate impacts.
Ëlëgu IA ci Liggéeyu Askan wi ak Xale yi
Any legal or agency-adoption statement requires current jurisdiction-specific evidence. This guide does not predict fieldwide adoption or forecast changes to child-welfare law.
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Moytul
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Laaj yi ñuy faral di laaj
Luy IA ci Liggéey Sosiaal ak Xale?
The Allegheny Family Screening Tool (AFST) is a predictive-risk model used by Allegheny County to support child-welfare referral screening. Its purpose, model design and governance are specific to that local tool and version.
Lan la jumtukaayu depistaasu famiy Allegheny di defar?
Jumtukaay bi dafay defar ay poñ risk ci done administratif ngir jàppale ñiy saytu nit ñi ñu xam ndax rapooru metital dafa wara amal lànket - dafay jàppale dogal, du dogal bu mujj.
Luy 'prexy bias' ci misaali risku wérgi-yaramu xale?
Proxy bias dafay am su amee màndarga buñ mëna natt (lu melni bariwaayu jokkoog agence bi njëkk) mu méngoo ak ndóol wala race moo gën njariñ li model bi bëgga wax luy am.
Lan moo waral njaboot yu néew doole yi ak yu ñuul yi di am poñ yu bari ci sistem yii?
Ndax amna ay done administratif yu bari ci askan yu am xaalis bu néew ak yu ñuy saytu bu baax, man-mani jokkool bu njëkk bi dafay yokk seen poñ doonte risk bi gënawul.
Which model did the cited Allegheny Family Screening Tool methodology describe for its Version 2 risk score?
Allegheny County’s Version 2 methodology describes logistic regression for its Family Screening Tool. This is version-specific, not a claim about child-welfare risk tools generally.
What documentation-related workflow did a 2025 participatory-design study explore for social services?
The study co-designed and tested a prototype GenAI tool with social-service practitioners, identifying documentation and case analysis as possible uses while also noting risks; it does not establish broad adoption.
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