Automation index
How much of a Personal trainer’s job can AI already do?
Today an AI can already prep materials, sort notes, and write a first summary. The class, the source, and the patient still need someone in the room.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Personal trainer
27%
AI can already do 27% of this job.
#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
IS WORK OVER?
Cloud architect
28%
#82 / 623
View rankingCloud architect
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 |
|---|---|---|---|
Diagrams, ADRs and a first IaC pass.EstimateNo public source provides a precise figure. This is our estimate. | 22% | 48% | +10.6 |
Cost estimate, Well-Architected and gaps.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 40% | +7.2 |
Review PRs, security and network.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 20% | +3.2 |
Align with security, finops and product.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 15% | +2.4 |
PoCs, real failures and vendor limits.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 18% | +2.5 |
Sign the design and own the incident.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 14% | +2 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- building plans
- renders
- sign a project
- Diagrams, ADRs and a first IaC pass
- Cost estimate, Well-Architected and gaps
- Review PRs, security and network
- Align with security, finops and product
- PoCs, real failures and vendor limits
- Sign the design and own the incident
- arquitecto cloud
Sources for this job· O*NET 15-1243.01· ESCO/ISCO 2511