Occupation baseline · Research consensus
Will AI replace Child, Family, and School Social Workers?
Baseline AI displacement risk for Child, Family, and School Social Workers, aggregated from 5 research sources.
What this score means
Child, Family, and School Social Workers leans toward the safer end for Social Services. Parts of the role touch tasks AI is getting good at, but the core still depends on hands on work or judgment that resists automation. At 31 out of 100 it sits close to the Social Services average of 33. Across the 5 sources behind this baseline, individual estimates run from 5 to 65, so the score is a weighted consensus rather than any single figure.
The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works
What this job actually involves
Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Child, Family, and School Social Workers, most central first, showing 12 of 21.
- 01Maintain case history records and prepare reports.
- 02Interview clients individually, in families, or in groups, assessing their situations, capabilities, and problems to determine what services are required to meet their needs.
- 03Serve as liaisons between students, homes, schools, family services, child guidance clinics, courts, protective services, doctors, and other contacts to help children who face problems, such as disabilities, abuse, or poverty.
- 04Develop and review service plans in consultation with clients and perform follow-ups assessing the quantity and quality of services provided.
- 05Address legal issues, such as child abuse and discipline, assisting with hearings and providing testimony to inform custody arrangements.
- 06Counsel parents with child rearing problems, interviewing the child and family to determine whether further action is required.
- 07Consult with parents, teachers, and other school personnel to determine causes of problems, such as truancy and misbehavior, and to implement solutions.
- 08Arrange for medical, psychiatric, and other tests that may disclose causes of difficulties and indicate remedial measures.
- 09Refer clients to community resources for services, such as job placement, debt counseling, legal aid, housing, medical treatment, or financial assistance, and provide concrete information, such as where to go and how to apply.
- 10Counsel individuals, groups, families, or communities regarding issues including mental health, poverty, unemployment, substance abuse, physical abuse, rehabilitation, social adjustment, child care, or medical care.
- 11Provide, find, or arrange for support services, such as child care, homemaker service, prenatal care, substance abuse treatment, job training, counseling, or parenting classes to prevent more serious problems from developing.
- 12Collect supplementary information needed to assist client, such as employment records, medical records, or school reports.
Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.
The research behind this score
This baseline aggregates 5 research sources that scored Child, Family, and School Social Workers for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.
- 01Anthropic Economic Index 2026 - AI Task Exposure · 2026Anthropic
- 02Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
- 03Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
- 04GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
- 05AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)
Common questions
- How likely is AI to replace Child, Family, and School Social Workers?
- Published research puts Child, Family, and School Social Workers at 31 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 5 research sources and describes the typical version of the role, not any individual.
- Do researchers agree on the risk for Child, Family, and School Social Workers?
- Only partly. Individual estimates for Child, Family, and School Social Workers run from 5 to 65 out of 100 across the 5 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
- Which social services roles face similar AI exposure?
- The closest published social services roles to Child, Family, and School Social Workers by score are Mental Health Counselors (31/100), Social and Human Service Assistants (31/100), and Probation Officers and Correctional Treatment Specialists (32/100). Each has its own page with the research behind its number.
Also covers
Adolescent Counselor · Adoption Agent · Adoption Coordinator · Adoption Counselor · Adoption Social Worker · Adoption Specialist · Adoption Worker · Case Manager and related titles
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
Your number is not the baseline
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More social services occupations
- Rehabilitation Counselors34/100
- Probation Officers and Correctional Treatment Specialists32/100
- Mental Health Counselors31/100
- Social and Human Service Assistants31/100
- Marriage and Family Therapists30/100
- Community Health Workers28/100
- Mental Health and Substance Abuse Social Workers27/100
- Substance Abuse and Behavioral Disorder Counselors27/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.