AI Automation Index

Will AI Replace Mathematicians?

Analyze the automation vulnerability, task-level AI risk, salary, and demand projection for Mathematicians. Run the upskilling simulator.

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• Developed & audited by Gini Loh

AI Vulnerability

17% risk score

Median Salary

$126,710 / year

Growth Demand

Low

Constituent Task Mix

We parsed O*NET's 12 constituent tasks for this occupation and classified them by AI threat risk.

High Automation Risk (Routine Tasks) 0%
Medium Automation Risk (Cognitive/Technical) 33%
Low Automation Risk (Strategy/Leadership) 67%

How would you survive?

Automate your routine tasks and design your day around strategic advisory to future-proof this score.

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constituent Tasks

Mentor others on mathematical techniques.

Complex problem-solving, strategic leadership, or high-empathy task requiring human judgment.

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

Complex problem-solving, strategic leadership, or high-empathy task requiring human judgment.

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

Complex problem-solving, strategic leadership, or high-empathy task requiring human judgment.

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

Complex problem-solving, strategic leadership, or high-empathy task requiring human judgment.

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

Semi-structured task combining routine and non-routine responsibilities.

Perform computations and apply methods of numerical analysis to data.

Complex problem-solving, strategic leadership, or high-empathy task requiring human judgment.

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

Semi-structured task combining routine and non-routine responsibilities.

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

Semi-structured task combining routine and non-routine responsibilities.

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

Complex problem-solving, strategic leadership, or high-empathy task requiring human judgment.

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

Semi-structured task combining routine and non-routine responsibilities.

Develop computational methods for solving problems that occur in areas of science and engineering or that come from applications in business or industry.

Complex problem-solving, strategic leadership, or high-empathy task requiring human judgment.

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

Complex problem-solving, strategic leadership, or high-empathy task requiring human judgment.

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Community Sentiment

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O*NET Methodology

O*NET Data Source

This page dynamically extracts data structures sponsored by the U.S. Department of Labor. Our AI classification applies cognitive task automation risk models to individual tasks.

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