JOB REPORT / 15-2021 · 12 TASKS
Mathematicians.
Can AI do the work of Mathematicians?
Mostly it works alongside you. Here is what shifts, task by task.
YOUR EXPERIENCE MATTERS
How does this fit your work?
How many tasks do you use AI to assist with at work?
Drag the dot. There’s no wrong answer; it starts at our estimate.
The mark shows what’s typical for this job.
The parts of your job AI can already do most of:
- Perform computations and apply methods of numerical analysis…
- Assemble sets of assumptions, and explore the consequences…
- Apply mathematical theories and techniques to the solution…
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A guided certificate program in AI-assisted Mathematicians work. It covers the 12 AI-affected parts of your job and ends in a capstone a person reviews.
WHAT WE LOOKED AT
Your job, task by task.
12/ 1212 of 12 tasks reviewed
We went through all 12 core tasks in this job, one at a time.
Task by task, from the work Mathematicians actually do. How we describe AI use in each task is our own read of it, not a measurement of whether AI can replace the job.
- TASK 01
Perform computations and apply methods of numerical analysis to data.
AI DOESRuns calculations, suggests numerical methods, and checks code for errors
YOU DOChoose the right method for the problem and validate that results make sense
- TASK 02
Assemble sets of assumptions, and explore the consequences of each set.
AI DOESChecks logical steps, runs symbolic algebra, and finds related published results
YOU DOChoose which assumptions are mathematically interesting and worth pursuing
- TASK 03
Apply mathematical theories and techniques to the solution of practical problems in business, engineering, the sciences, or other fields.
AI DOESRuns calculations, suggests formulas, checks algebra, and searches known solution methods
YOU DOJudge which math model fits the real problem and validate that the answer actually works in context
- TASK 04
Develop computational methods for solving problems that occur in areas of science and engineering or that come from applications in business or industry.
AI DOESDrafts code, surfaces related algorithms, checks proofs, and runs simulations faster
YOU DOJudge which mathematical approach fits the real-world problem and invent new methods when none exist
- TASK 05
Mentor others on mathematical techniques.
AI DOESGenerates practice problems, explains concepts in multiple ways, and suggests teaching approaches
YOU DORead the student's confusion, build trust, and adjust in real time
- TASK 06SOURCE-BACKED TASK
Develop mathematical or statistical models of phenomena to be used for analysis or for computational simulation.
AI DOESGenerates model frameworks and runs statistical tests
YOU DOChoose the right approach for real problems
About this analysis
40% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
- TASK 07SOURCE-BACKED TASK
Address the relationships of quantities, magnitudes, and forms through the use of numbers and symbols.
AI DOESSolves equations and performs complex calculations instantly
YOU DOChoose the right approach and method
About this analysis
38% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
- TASK 08SOURCE-BACKED TASK
Develop new principles and new relationships between existing mathematical principles to advance mathematical science.
AI DOESExplores patterns and tests conjectures at scale
YOU DOChoose which insights deserve pursuit
About this analysis
37% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
- TASK 09SOURCE-BACKED TASK
Conduct research to extend mathematical knowledge in traditional areas, such as algebra, geometry, probability, and logic.
AI DOESRuns calculations and checks proofs for errors
YOU DOChoose which problems to tackle next
About this analysis
35% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
- TASK 10SOURCE-BACKED TASK
Design, analyze, and decipher encryption systems designed to transmit military, political, financial, or law-enforcement-related information in code.
AI DOESRuns pattern analysis and tests common ciphers
YOU DOJudge context and strategic implications
About this analysis
35% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
- TASK 11SOURCE-BACKED TASK
Maintain knowledge in the field by reading professional journals, talking with other mathematicians, and attending professional conferences.
AI DOESSummarizes papers and finds relevant connections
YOU DOJudge what insights transform your thinking
About this analysis
0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
- TASK 12SOURCE-BACKED TASK
Disseminate research by writing reports, publishing papers, or presenting at professional conferences.
AI DOESDrafts sections, formats citations, creates presentation slides
YOU DOShape the story and own your findings
About this analysis
0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
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