Will AI replace Child, Family, and School Social Workers?

No exposure score can predict whether AI will replace this role. The 54/100 score means our current model estimates elevated task exposure from the sources listed on this page. It does not predict an employer decision, headcount, or an individual outcome. The task map below shows the work assessed and where human judgment remains important.

Early-career context (study ages 22-25)

This role is in the Elevated exposure band, but its assessed task mix is not automation-heavy. The study found the decline concentrated where AI was more likely to automate rather than augment work, so the headline figure should not be applied directly.

The November 2025 revision reports a 16% relative employment decline for workers ages 22-25 in the most AI-exposed U.S. occupations, after firm-level controls, relative to workers in less-exposed fields and more experienced workers in the same occupations.

Use the task map to identify durable work and the skills worth building early.

Stanford Digital Economy Lab, Canaries in the Coal Mine - November 2025 revision

This is group-level U.S. payroll evidence, not a personal forecast. The authors do not claim that AI alone caused the change, and this context does not alter the exposure score.

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Role snapshot

What this role usually involves

O*NET 29.1 exact occupation

Provide social services and assistance to improve the social and psychological functioning of children and their families and to maximize the family well-being and the academic functioning of children. May assist parents, arrange adoptions, and find foster homes for abandoned or abused children. In schools, they address such problems as teenage pregnancy, misbehavior, and truancy. May also advise teachers.

Common titles

Case ManagerFamily Protection SpecialistFamily Service WorkerSchool Social WorkerAdoption Social WorkerCase Worker

O*NET job-zone preparation

Job Zone 4 · Considerable Preparation Needed Most of these occupations require a four-year bachelor's degree, but some do not. A considerable amount of work-related skill, knowledge, or experience is needed for these occupations.

Broad guidance for this preparation level; exact requirements vary by role and employer.

Skills and knowledge

SpeakingCritical ThinkingSocial PerceptivenessJudgment and Decision MakingReading ComprehensionService Orientation

Work context

Frequent contact with othersDecision latitudeIndoor controlled settingConsequence of errorRepeating tasks

Source: O*NET 29.1 exact occupation - Child, Family, and School Social Workers, SOC 21-1021.00. Context describes the role; the AI-exposure score remains a separate task-exposure estimate.

Child, Family, and School Social Workers tasks, by AI exposure

We analyzed all 20 Child, Family, and School Social Workers tasks - 1 automatable, 9 augmentable and 10 durable. The full task map - every task with exactly what to do about each - is in your Career Report.

Adjacent career paths

Relatedness shows how reachable a move may be. A path is labeled lower exposure only when its score is at least 6 points lower; every row shows the measured difference.

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