Automation index
How much of a Mathematician’s job can AI already do?
A symbolic calc and a bibliography come earlier. Seeing the pattern, and writing a proof that convinces, do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Mathematician
28%
AI can already do 28% of this job.
#108 / 623
View rankingMathematician
Where the time goes
Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.
The time saving for each task is estimated separately.
| Task | Share | AI | Points |
|---|---|---|---|
Symbolic calc, examples and paper search.EstimateNo public source provides a precise figure. This is our estimate. | 22% | 52% | +11.4 |
Draft proofs and exposés.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 40% | +7.2 |
Find the argument and the counter-example.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 15% | +2.7 |
Lecture, teach and argue in seminar.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
Peer-review and polish the writing.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 18% | +2.5 |
Choose the problem that is worth years.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 16% | +1.9 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Symbolic calc, examples and paper search
- Draft proofs and exposés
- Find the argument and the counter-example
- Lecture, teach and argue in seminar
- Peer-review and polish the writing
- Choose the problem that is worth years
- matematic
- mathematician
Sources for this job· O*NET 15-2021.00· ESCO/ISCO 2120
IS WORK OVER?
Radiologist
31%
#39 / 623
View rankingRadiologist
Where the time goes
Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.
The time saving for each task is estimated separately.
| Task | Share | AI | Points |
|---|---|---|---|
Prepare comprehensive interpretive reports of findings.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 55% | +6.6 |
Perform or interpret the outcomes of diagnostic imaging procedures including magnetic resonance imaging (MRI), computer tomography (CT), positron emission tomography (PET), nuclear cardiology treadmill studies, mammography, or ultrasound.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Review or transmit images and information using picture archiving or communications systems.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Obtain patients' histories from electronic records, patient interviews, dictated reports, or by communicating with referring clinicians.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 12% | +1.3 |
Document the performance, interpretation, or outcomes of all procedures performed.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 55% | +4.4 |
Communicate examination results or diagnostic information to referring physicians, patients, or families.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Develop or monitor procedures to ensure adequate quality control of images.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Confer with medical professionals regarding image-based diagnoses.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 27% | 28% | +7.6 |
| Total | 100% | 31% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- manage research data
- operate open source software
- demonstrate disciplinary expertise
- think abstractly
- manage personal professional development
- perform project management
- synthesise information
- develop own practices continuously
- conduct project management
- manage projects
Sources for this job· O*NET 29-1224.00· ESCO/ISCO 2212