Mathematical Science Teachers, Postsecondary
Teach courses pertaining to mathematical concepts, statistics, and actuarial science and to the application of original and standardized mathematical techniques in solving specific problems and situations. Includes both teachers primarily engaged in teaching and those who do a combination of teaching and research.
47,670 people do this job in the US. $79,940 a year.
of the working time. Estimate.
- 93%
- 7%
- 1%
Measured, from Anthropic's usage data (2025). Counts help on part of a task.
On the chosen pace and reliability. Estimate.
Share of the working time within reach, now to 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, 18%. Today's estimate: 26%.
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 . 23 tasks from .
| Task | Kind | |||
|---|---|---|---|---|
| Conduct research in a particular field of knowledge and publish findings in books, professional journals, or electronic media.Done yearly or less by most who do it. AI observed on this task. | 27% | 1.2 work months1.7 work weeks to 3.9 work months | 0%Half by Mar 2030 | |
| Compile, administer, and grade examinations, or assign this work to others.Done more than weekly by most who do it. AI observed on this task. | 13% | 5 h1.7 h to 1.7 work days | 17%Half by Apr 2027 | |
| Plan, evaluate, and revise curricula, course content, and course materials and methods of instruction.Done more than weekly by most who do it. AI observed on this task. | 12% | 1.3 work days3.3 h to 4.2 work days | 4%Half by Dec 2027 | |
| Prepare and deliver lectures to undergraduate or graduate students on topics such as linear algebra, differential equations, and discrete mathematics.Done several times a day by most who do it. AI observed on this task. | 10% | 2.5 h1.7 h to 5 h | 82%Half by now | |
| Evaluate and grade students' class work, assignments, and papers.Done more than weekly by most who do it. AI observed on this task. | 8% | 3.3 h50 min to 1.3 work days | 25%Half by Mar 2027 | |
| Maintain regularly scheduled office hours to advise and assist students.Done daily by most who do it. | 6% | 1.7 h50 min to 2.5 h | 97%Half by now | |
| Prepare course materials, such as syllabi, homework assignments, and handouts.Done more than yearly by most who do it. | 5% | 3.3 h1.7 h to 1 work day | 43%Half by Oct 2026 | |
| Initiate, facilitate, and moderate classroom discussions.Done daily by most who do it. | 4% | 1.1 h38 min to 1.7 h | Stays with people | |
| Maintain student attendance records, grades, and other required records.Done daily by most who do it. | 3% | 38 min13 min to 1.7 h | 95%Half by now | |
| Perform administrative duties, such as serving as department head.Done yearly or less by most who do it. | 2% | 6.7 h3.3 h to 2.1 work days | 10%Half by May 2027 | |
| Keep abreast of developments and technological advances in the mathematical field by reading current literature, talking with colleagues, and participating in professional conferences.Done more than yearly by most who do it. | 2% | 2.5 h50 min to 6.7 h | 46%Half by Oct 2026 | |
| Write grant proposals to procure external research funding.Done yearly or less by most who do it. | 2% | 1.3 work weeks2.1 work days to 3.3 work weeks | 0%Half by Jan 2029 |
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.
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Where this job works
The industry groups that employ the most of it (BLS, May 2025).
Where the most of these jobs are
The metro areas with the most people in it (BLS, May 2025).