Mathematicians
Conduct research in fundamental mathematics or in application of mathematical techniques to science, management, and other fields. Solve problems in various fields using mathematical methods.
AI Impact Summary
Mathematicians faces moderate AI displacement risk with a score of 41/100. This occupation has higher AI displacement risk than 69% of all analyzed occupations. Of 11 analyzed tasks, 1 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.
Skill Impact Analysis
6
AI-Vulnerable
7
AI-Resistant
5
AI-Augmented
AI-Vulnerable
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
AI-Resistant
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Education & Training
Percentage of workers at each education and training level
Training Provided After Hiring
How long it typically takes to learn on the job
How AI Impacts Each Task
11 tasks analyzed
Develop computational methods for solving problems that occur in areas of science and engineering or that come from applications in business or industry.
Apply mathematical theories and techniques to the solution of practical problems in business, engineering, the sciences, or other fields.
Develop mathematical or statistical models of phenomena to be used for analysis or for computational simulation.
Assemble sets of assumptions and explore the consequences of each set.
Maintain knowledge in the field by reading professional journals, talking with other mathematicians, and attending professional conferences.
| Task | AI Capability | Risk | Time % |
|---|---|---|---|
| Develop computational methods for solving problems that occur in areas of science and engineering or that come from applications in business or industry. | 60 | 51.0% | 15% |
| Apply mathematical theories and techniques to the solution of practical problems in business, engineering, the sciences, or other fields. | 65 | 53.0% | 15% |
| Develop mathematical or statistical models of phenomena to be used for analysis or for computational simulation. | 65 | 53.0% | 15% |
| Assemble sets of assumptions and explore the consequences of each set. | 60 | 51.0% | 10% |
| Maintain knowledge in the field by reading professional journals, talking with other mathematicians, and attending professional conferences. | 45 | 45.0% | 5% |
Protective Factors
Total protective discount: 23.2%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$121,680
per year
Mean Wage
$122,520
per year
Employment
2K
workers
Wage Range
$63,430 - $187,660
10th - 90th pct
Wage Distribution
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