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?
Personal trainer
27%
#150 / 623
View rankingPersonal trainer
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 |
|---|---|---|---|
Observe participants and inform them of corrective measures necessary for skill improvement.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 28% | +3.4 |
Instruct participants in maintaining exertion levels to maximize benefits from exercise routines.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Offer alternatives during classes to accommodate different levels of fitness.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Teach proper breathing techniques used during physical exertion.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 22% | +2 |
Monitor participants' progress and adapt programs as needed.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Plan routines, choose appropriate music, and choose different movements for each set of muscles, depending on participants' capabilities and limitations.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Teach and demonstrate use of gymnastic and training equipment, such as trampolines and weights.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 22% | +1.8 |
Evaluate individuals' abilities, needs, and physical conditions, and develop suitable training programs to meet any special requirements.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
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% | 27% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- demonstrate professional Pilates attitude
- manage fitness communication
- safely instruct about fitness
- identify customer objectives
- ensure safety of exercise environment
- analyse personal fitness information
- show professional responsibility
- provide fitness information
- prescribe exercises
- adapt Pilates exercises
Sources for this job· O*NET 39-9031.00· ESCO/ISCO 3423