Mathematicians
SOC: 15-2021.00 · Job Zone 5 (Extensive preparation)
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. Significant displacement is estimated between 2038 and 2046. Of 11 analyzed tasks, 1 are highly automatable, particularly in routine_cognitive. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.
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
Protective Factors
Total protective discount: 23.2%
Skill 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 Information Ordering 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.
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 (7)
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Coordination 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.
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (5)
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.
- Information Ordering
High reliance on Information Ordering 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.
- 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.
- Instructing
Instructing is AI-resistant — strengthening this skill provides durable career protection.
- Coordination
Coordination is AI-resistant — strengthening this skill provides durable career protection.
- Social Perceptiveness
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
- Persuasion
Persuasion 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.
- 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.
- Systems Analysis
Systems Analysis will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
Task Breakdown
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 | Category | AI Capability | Risk Score | Time % |
|---|---|---|---|---|
| Develop computational methods for solving problems that occur in areas of science and engineering or that come from applications in business or industry. | Non-Routine Analytical | 60 | 51.0 | 15% |
| Apply mathematical theories and techniques to the solution of practical problems in business, engineering, the sciences, or other fields. | Non-Routine Analytical | 65 | 53.0 | 15% |
| Develop mathematical or statistical models of phenomena to be used for analysis or for computational simulation. | Non-Routine Analytical | 65 | 53.0 | 15% |
| Maintain knowledge in the field by reading professional journals, talking with other mathematicians, and attending professional conferences. | Non-Routine Analytical | 45 | 45.0 | 5% |
| Assemble sets of assumptions and explore the consequences of each set. | Non-Routine Analytical | 60 | 51.0 | 10% |
| Address the relationships of quantities, magnitudes, and forms through the use of numbers and symbols. | Non-Routine Analytical | 70 | 55.0 | 10% |
| Disseminate research by writing reports, publishing papers, or presenting at professional conferences. | Non-Routine Interpersonal | 40 | 31.0 | 8% |
| Perform computations and apply methods of numerical analysis to data. | Routine Cognitive | 90 | 85.2 | 10% |
| Design, analyze, and decipher encryption systems designed to transmit military, political, financial, or law-enforcement-related information in code. | Non-Routine Analytical | 50 | 47.0 | 4% |
| Develop new principles and new relationships between existing mathematical principles to advance mathematical science. | Non-Routine Analytical | 50 | 47.0 | 4% |
| Conduct research to extend mathematical knowledge in traditional areas, such as algebra, geometry, probability, and logic. | Non-Routine Analytical | 50 | 47.0 | 4% |
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