Social work combines two very different kinds of work: sitting with people in difficult situations, and managing cases, records and decisions inside agencies. AI is arriving mainly in the second. That matters, because some of the decisions social workers are involved in, such as eligibility for support or child welfare, carry high stakes for the people affected.
The short answer: current evidence does not point to AI replacing social workers. The ILO's 2025 index classes social work and counselling professionals as not exposed to generative AI. The US Bureau of Labor Statistics projects 6 percent growth for social workers from 2025 to 2035, with growth in every specialty. AI is mostly touching case administration, and where it is used in public decisions about benefits, EU rules treat it as high-risk. Projections are estimates, not guarantees.
How exposed social work is
The ILO's 2025 index puts social workers and counselors in the same occupation group, Social Work and Counselling Professionals (ISCO 2635), so the score is the same as for therapists: 0.28, not exposed. Social work associate professionals, who often handle more of the case administration, score 0.33, in the minimal exposure band. For the counseling side, see will AI replace therapists?; this page covers what differs in social work.
What the BLS projects, by specialty
| Specialty | Projected change 2025 to 2035 | Demand the BLS points to |
|---|---|---|
| Child, family and school social workers | Grow 4% | Strengthening parenting skills, preventing child abuse, identifying alternative homes for children |
| Healthcare social workers | Grow 8% | Aging populations and their families adjusting to new treatments, medications and lifestyles |
| Mental health and substance abuse social workers | Grow 10% | More people seeking treatment for mental illness and substance abuse, especially recovery from opioid use disorder |
| All social workers | Grow 6% | About 69,100 openings a year |
The BLS describes social workers as helping individuals, groups and families prevent and cope with problems in their everyday lives, and notes that all states require clinical social workers to be licensed, with some states also requiring a license or credential for nonclinical social workers (BLS, social workers).
Where AI is entering social work
- Case notes and documentation: drafting notes and reports from a worker's input, for the worker to check.
- Finding resources: searching for services, housing or programs a client may qualify for.
- Forms and applications: pre-filling and checking paperwork.
- Caseload organization: reminders, deadlines and summaries of long case files.
- Risk and eligibility tools used by some agencies to support decisions, which is where the stakes are highest.
AI in public-agency decisions
When AI is used to help decide who gets support, mistakes fall on people with the least power to challenge them. In the EU, Annex III of the AI Act lists as high-risk AI systems intended to be used by or on behalf of public authorities to evaluate the eligibility of natural persons for essential public assistance benefits and services, including healthcare services, as well as to grant, reduce, revoke or reclaim such benefits and services (EU AI Act, Annex III, point 5(a)). Article 86 gives people affected by certain decisions based on high-risk AI a right to an explanation, subject to its conditions (EU AI Act, Article 86). Rules elsewhere differ, and this page does not summarize them.
Whatever the rules, the NIST AI RMF lists fairness with harmful bias managed, and accountability and transparency, among the characteristics of trustworthy AI (NIST AI RMF 1.0). For social workers, that means knowing what any decision tool is based on, recording when you disagree with it, and making sure a person, not a score, makes the call. See human in the loop and accountability.
What stays with the social worker
- Relationships and trust with clients and families, often in crisis.
- Home visits and assessments in real settings.
- Judgment in hard cases, including child safety decisions made with colleagues and courts.
- Advocacy: pushing systems to work for the client.
- Checking AI-drafted records: AI can produce confident but wrong text, which NIST calls confabulation (NIST AI 600-1). An error in a case record can follow a family for years.
- Confidentiality: client information is highly sensitive. See AI agents and personal data.
How the job is changing
If agencies adopt documentation tools carefully, social workers may spend less time on paperwork and more with people. The risk is AI tools used to ration time or support with too little human review. Social workers who understand these tools well enough to question them will be central to how they are used.
See also will AI replace teachers?, jobs least exposed to AI and will AI take my job?
Pay and how to get in
The US Bureau of Labor Statistics puts the median annual pay for social workers at $61,780 in May 2025, against $50,980 for all workers. The BLS says the education needed to enter varies; its profile explains the routes in. See how this job compares in AI exposure by pay and AI exposure by education level.
Questions and answers
Will AI replace social workers?
Current evidence says no. The ILO classes social work and counselling professionals as not exposed to generative AI, and the BLS projects 6 percent US growth for social workers from 2025 to 2035.
How exposed is social work to AI?
Social workers share an ILO group with counselors, Social Work and Counselling Professionals, which scores 0.28 and is classed as not exposed.
Which social work specialties are growing?
The BLS projects 10 percent growth for mental health and substance abuse social workers, 8 percent for healthcare social workers and 4 percent for child, family and school social workers.
Is AI used in benefits and child welfare decisions?
Some agencies use risk or eligibility tools. In the EU, AI used by public authorities to evaluate eligibility for essential public benefits and services is listed as high-risk in Annex III of the AI Act.
How is AI used in social work?
Mostly for case notes, finding resources, forms and caseload organization, with the social worker checking everything and making the decisions.