AITakeover Tracker
41%medium risk

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.

Medium RiskEst. full displacement: 20382046high confidence
Raw task score: 53.0Protective discount: 23.2%11 tasks scoredModel: v1.0_gemini-3-1-pro-preview_20260228

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

$63,430Median: $121,680$187,660

Protective Factors

Total protective discount: 23.2%

Skill Analysis

AI-Vulnerable Skills (6)

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Reading Comprehension10%

High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

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 Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Persuasion80%

Persuasion is AI-resistant — strengthening this skill provides durable career protection.

Negotiation85%

Negotiation is AI-resistant — strengthening this skill provides durable career protection.

Manual Dexterity80%

Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.

AI-Augmented Skills (5)

Critical ThinkingActive LearningWritingJudgment and Decision MakingSystems Analysis

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.

Non-Routine AnalyticalAI: 60Risk: 51.0Time: 15%

Apply mathematical theories and techniques to the solution of practical problems in business, engineering, the sciences, or other fields.

Non-Routine AnalyticalAI: 65Risk: 53.0Time: 15%

Develop mathematical or statistical models of phenomena to be used for analysis or for computational simulation.

Non-Routine AnalyticalAI: 65Risk: 53.0Time: 15%

Maintain knowledge in the field by reading professional journals, talking with other mathematicians, and attending professional conferences.

Non-Routine AnalyticalAI: 45Risk: 45.0Time: 5%

Assemble sets of assumptions and explore the consequences of each set.

Non-Routine AnalyticalAI: 60Risk: 51.0Time: 10%

Address the relationships of quantities, magnitudes, and forms through the use of numbers and symbols.

Non-Routine AnalyticalAI: 70Risk: 55.0Time: 10%

Disseminate research by writing reports, publishing papers, or presenting at professional conferences.

Non-Routine InterpersonalAI: 40Risk: 31.0Time: 8%

Perform computations and apply methods of numerical analysis to data.

Routine CognitiveAI: 90Risk: 85.2Time: 10%

Design, analyze, and decipher encryption systems designed to transmit military, political, financial, or law-enforcement-related information in code.

Non-Routine AnalyticalAI: 50Risk: 47.0Time: 4%

Develop new principles and new relationships between existing mathematical principles to advance mathematical science.

Non-Routine AnalyticalAI: 50Risk: 47.0Time: 4%

Conduct research to extend mathematical knowledge in traditional areas, such as algebra, geometry, probability, and logic.

Non-Routine AnalyticalAI: 50Risk: 47.0Time: 4%

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Career Planning

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