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 37/100. This occupation has higher AI displacement risk than 72% 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
AI-Vulnerable Skills (6)
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.
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
AI-Resistant Skills (11)
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
Negotiation is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Mathematicians skill gaps, ranked by relevance to your displacement risk profile.
Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.
Upskill to Reduce Risk
Courses addressing your most AI-vulnerable skills
Machine Learning Specialization
by Stanford / DeepLearning.AI
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Google UX Design Professional Certificate
by Google
Estimated Impact
Strengthen Your Edge
Double down on skills AI can't replicate
Design Patterns in C# and .NET
by Pluralsight
Estimated Impact
We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.
Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.
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.
Maintain knowledge in the field by reading professional journals, talking with other mathematicians, and attending professional conferences.
Assemble sets of assumptions and explore the consequences of each set.
Address the relationships of quantities, magnitudes, and forms through the use of numbers and symbols.
Disseminate research by writing reports, publishing papers, or presenting at professional conferences.
Perform computations and apply methods of numerical analysis to data.
Design, analyze, and decipher encryption systems designed to transmit military, political, financial, or law-enforcement-related information in code.
Develop new principles and new relationships between existing mathematical principles to advance mathematical science.
Conduct research to extend mathematical knowledge in traditional areas, such as algebra, geometry, probability, and logic.
| 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. | 55Estimated | 49.0% | 15% | |
| Apply mathematical theories and techniques to the solution of practical problems in business, engineering, the sciences, or other fields. | 60Estimated | 51.0% | 15% | |
| Develop mathematical or statistical models of phenomena to be used for analysis or for computational simulation. | 61.08Observed | 51.4% | 15% | |
| Maintain knowledge in the field by reading professional journals, talking with other mathematicians, and attending professional conferences. | 50.92Observed | 47.4% | 8% | |
| Assemble sets of assumptions and explore the consequences of each set. | 50Estimated | 47.0% | 10% | |
| Address the relationships of quantities, magnitudes, and forms through the use of numbers and symbols. | 48.32Observed | 46.3% | 8% | |
| Disseminate research by writing reports, publishing papers, or presenting at professional conferences. | 68.47Observed | 42.4% | 8% | |
| Perform computations and apply methods of numerical analysis to data. | 95Estimated | 87.2% | 8% | |
| Design, analyze, and decipher encryption systems designed to transmit military, political, financial, or law-enforcement-related information in code. | 60.3Observed | 51.1% | 5% | |
| Develop new principles and new relationships between existing mathematical principles to advance mathematical science. | 63.68Observed | 52.5% | 4% | |
| Conduct research to extend mathematical knowledge in traditional areas, such as algebra, geometry, probability, and logic. | 66.38Observed | 53.6% | 4% |
Protective Factors
Total protective discount: 29.0%
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
Explore other career paths
Compare displacement risk across occupations and find careers with stronger long-term prospects.
Alternate Career Paths
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31%Higher risk than 45% of other occupations
Recommendations
Skills to Develop
These skills are at risk from AI automation. Mathematicians professionals should diversify beyond them.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Reading Comprehension
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Information Ordering
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Memorization
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Skills to Leverage
These human-centric skills remain difficult for AI to replicate. Double down here.
- Complex Problem Solving
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
- Adaptability/Flexibility
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
- Leadership
Leadership is AI-resistant — strengthening this skill provides durable career protection.
- Coordination
Coordination is AI-resistant — strengthening this skill provides durable career protection.
- Instructing
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Tools to Adopt
AI can amplify these skills. Learn the tools that augment rather than replace your work.
- Critical Thinking
Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Active Learning
Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Writing
Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Systems Analysis
Systems Analysis will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Judgment and Decision Making
Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
Score History
Risk score over 3 scoring runs
overall change