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Child, Family, and School Social Workers

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.

392,550 people do this job in the US. $59,550 a year.

now
35%

of the working time. Estimate.

Kinds of work
  • 59%
  • 34%
  • 8%
1%

Measured, from Anthropic's usage data (2025). Counts help on part of a task.

Half the desk work within reach
Already

On the chosen pace and reliability. Estimate.

Share of the working time within reach, now to 2030

0%25%50%75%100%2027202820292030NowDesk work: 59% of the time
Chosen to Ceiling: the share
DateNow
NowEnd of 2030

What each choice means: , , , , . Every pace starts from .

At this date and pace, models finish tasks up to 4.4 h long four times in five.

How far this has come

With GPT-4, measured in March 2023, 0% of this job's working time was within reach at . With Claude 3.7 Sonnet, measured in February 2025, 0%. With Claude Mythos Preview (early), measured in April 2026, 28%. Today's estimate: 35%.

0%10%20%30%40%50%2023202420252026GPT-4, March 2023: 0% within reachGPT-4 Turbo (Nov 2023), November 2023: 0% within reachGPT-4o, May 2024: 0% within reachClaude 3.5 Sonnet (June 2024), June 2024: 0% within reacho1-preview, September 2024: 0% within reachClaude 3.5 Sonnet (Oct 2024), October 2024: 0% within reacho1, December 2024: 0% within reachClaude 3.7 Sonnet, February 2025: 0% within reacho3, April 2025: 2% within reachGPT-5, August 2025: 3% within reachGemini 3 Pro, November 2025: 6% within reachClaude Opus 4.5, November 2025: 6% within reachGPT-5.2, December 2025: 9% within reachClaude Opus 4.6, February 2026: 10% within reachClaude Mythos Preview (early), April 2026: 28% within reachToday (estimate), September 2026: 35% within reach
Each step is a new best model measured by METR, four in five; the dashed end is today's estimate. Point at a dot for the model.

A backcast: today's task data with the best model METR had measured by each date. It shows how fast the models have moved, not what anyone forecast at the time.

The tasks

Sorted by . 21 tasks from .

TaskKind
Conduct social research.Done yearly or less by most who do it. AI observed on this task.13%4.2 work days6.7 h to 2.5 work weeks0%Half by Jan 2029
Maintain case history records and prepare reports.Done daily by most who do it. 13%1.3 h25 min to 3.3 h77%Half by now
Develop and review service plans in consultation with clients and perform follow-ups assessing the quantity and quality of services provided.Done more than weekly by most who do it. 10%1.7 h38 min to 4.2 h72%Half by now
Counsel individuals, groups, families, or communities regarding issues including mental health, poverty, unemployment, substance abuse, physical abuse, rehabilitation, social adjustment, child care, or medical care.Done more than weekly by most who do it. 7%1.3 h38 min to 2.5 hStays with people
Counsel students whose behavior, school progress, or mental or physical impairment indicate a need for assistance, diagnosing students' problems and arranging for needed services.Done daily by most who do it.7%1.3 h38 min to 2.5 hStays with people
Interview clients individually, in families, or in groups, assessing their situations, capabilities, and problems to determine what services are required to meet their needs.Done daily by most who do it. 6%1.3 h38 min to 2.5 hStays with people
Place children in foster or adoptive homes, institutions, or medical treatment centers.Done more than yearly by most who do it.6%4.2 h1.7 h to 1.6 work daysStays with people
Consult with parents, teachers, and other school personnel to determine causes of problems, such as truancy and misbehavior, and to implement solutions.Done daily by most who do it. 5%50 min25 min to 2.1 hStays with people
Serve 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.Done daily by most who do it. 5%1.1 h25 min to 2.5 h91%Half by now
Counsel parents with child rearing problems, interviewing the child and family to determine whether further action is required.Done more than monthly by most who do it. 4%1.1 h25 min to 2.5 hStays with people
Address legal issues, such as child abuse and discipline, assisting with hearings and providing testimony to inform custody arrangements.Done more than monthly by most who do it. 4%2.5 h50 min to 1 work day40%Half by Dec 2026
Collect supplementary information needed to assist client, such as employment records, medical records, or school reports.Done more than monthly by most who do it. 4%50 min17 min to 2.5 h87%Half by now

Within reach, per task: the share of the task's time whose instances are short enough for a model to finish at the chosen date, pace and reliability. Half by: the date half of that time comes within reach.

Jobs that share skills with this one

From O*NET's related occupations. Within reach now and by the end of 2028, long-run pace, four in five.