Skip to content
STRATUSWORKFORCE SCAN
Menu

Teaching Assistants, Special Education

Assist a preschool, elementary, middle, or secondary school teacher to provide academic, social, or life skills to students who have learning, emotional, or physical disabilities. Serve in a position for which a teacher has primary responsibility for the design and implementation of educational programs and services.

$36,780 a year (for the broader BLS group this job sits in).

now
5%

of the working time. Estimate.

Kinds of work
  • 5%
  • 7%
  • 88%
n/a

Anthropic's data does not cover this job.

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: 5% 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, 5%. Today's estimate: 5%.

0%5%10%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: 3% within reachClaude Opus 4.5, November 2025: 3% within reachGPT-5.2, December 2025: 4% within reachClaude Opus 4.6, February 2026: 4% within reachClaude Mythos Preview (early), April 2026: 5% within reachToday (estimate), September 2026: 5% 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 . 30 tasks from .

TaskKind
Provide assistance to students with special needs.Done hourly or more by most who do it. 16%38 min17 min to 1.7 hStays with people
Supervise students in classrooms, halls, cafeterias, school yards, and gymnasiums, or on field trips.Done daily by most who do it. 11%38 min17 min to 2.5 hStays with people
Teach socially acceptable behavior, employing techniques such as behavior modification or positive reinforcement.Done daily by most who do it. 10%38 min13 min to 1.3 hStays with people
Carry out therapeutic regimens, such as behavior modification and personal development programs, under the supervision of special education instructors, psychologists, or speech-language pathologists.Done daily by most who do it. 7%50 min25 min to 1.7 hStays with people
Employ special educational strategies or techniques during instruction to improve the development of sensory- and perceptual-motor skills, language, cognition, or memory.Done daily by most who do it. 6%50 min17 min to 2.1 hStays with people
Instruct students in daily living skills required for independent maintenance and self-sufficiency, such as hygiene, safety, or food preparation.Done daily by most who do it. 5%50 min25 min to 1.7 hStays with people
Organize and supervise games and other recreational activities to promote physical, mental, and social development.Done daily by most who do it. 5%50 min25 min to 1.7 hStays with people
Provide students with disabilities with assistive devices, supportive technology, and assistance accessing facilities, such as restrooms.Done daily by most who do it. 5%33 min17 min to 1.3 hStays with people
Enforce administration policies and rules governing students.Done daily by most who do it. 4%17 min8 min to 38 minStays with people
Tutor and assist children individually or in small groups to help them master assignments and to reinforce learning concepts presented by teachers.Done daily by most who do it. AI observed on this task.3%25 min13 min to 50 minStays with people
Prepare classrooms with a variety of materials or resources for children to explore, manipulate, or use in learning activities or imaginative play.Done daily by most who do it. 3%38 min17 min to 1.7 hStays with people
Present subject matter to students under the direction and guidance of teachers, using lectures, discussions, supervised role-playing methods, or by reading aloud.Done daily by most who do it. 3%25 min13 min to 50 minStays with people

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.

Where this job works

The industry groups that employ the most of it (BLS, May 2025). Counts are for the broader BLS group this job sits in.

Where the most of these jobs are

The metro areas with the most people in it (BLS, May 2025). Counts are for the broader BLS group this job sits in.