Automation index
Can AI do the work of a Personal trainer?
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.
It does not turn that percentage into a forecast of layoffs.
Task comparison
IS WORK OVER?
Personal trainer
27%
AI or a robot can already do 27% of this job.
#74 / 103
View rankingPersonal trainer
Where the time goes
Score = Σ (weight × saving). Weight is our estimate from frequency, not a time share published by O*NET. Saving is separate.
Weights are our estimate from O*NET frequency (FT). O*NET does not publish % of the week.
| Task | Share | AI | Adds |
|---|---|---|---|
Observe participants and inform them of corrective measures necessary for skill improvement.EstimateNo public source pins this saving. It is an estimate of the method. | 12% | 28% | +3.4 |
Instruct participants in maintaining exertion levels to maximize benefits from exercise routines.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Offer alternatives during classes to accommodate different levels of fitness.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 28% | +2.5 |
Teach proper breathing techniques used during physical exertion.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 22% | +2 |
Monitor participants' progress and adapt programs as needed.EstimateNo public source pins this saving. It is an estimate of the method. | 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 pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Teach and demonstrate use of gymnastic and training equipment, such as trampolines and weights.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 22% | +1.8 |
Evaluate individuals' abilities, needs, and physical conditions, and develop suitable training programs to meet any special requirements.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 27% | 28% | +7.6 |
| Total | 100% | 27% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- 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?
Construction laborer
29%
#45 / 103
View rankingConstruction laborer
Where the time goes
Score = Σ (weight × saving). Weight is our estimate from frequency, not a time share published by O*NET. Saving is separate.
Weights are our estimate from O*NET frequency (FT). O*NET does not publish % of the week.
| Task | Share | AI | Adds |
|---|---|---|---|
Tend pumps, compressors, or generators to provide power for tools, machinery, or equipment or to heat or move materials, such as asphalt.EstimateNo public source pins this saving. It is an estimate of the method. | 12% | 28% | +3.4 |
Dig ditches or trenches, backfill excavations, or compact and level earth to grade specifications, using picks, shovels, pneumatic tampers, or rakes.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Grind, scrape, sand, or polish surfaces, such as concrete, marble, terrazzo, or wood flooring, using abrasive tools or machines.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Signal equipment operators to facilitate alignment, movement, or adjustment of machinery, equipment, or materials.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Install sewer, water, or storm drain pipes, using pipe-laying machinery or laser guidance equipment.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 28% | +2.5 |
Lubricate, clean, or repair machinery, equipment, or tools.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 12% | +1 |
Measure, mark, or record openings or distances to layout areas where construction work will be performed.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 55% | +4.4 |
Read plans, instructions, or specifications to determine work activities.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 26% | 28% | +7.3 |
| Total | 100% | 29% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- install wood elements in structures
- apply finish to concrete
- inspect masonry work
- check compatibility of materials
- dig soil mechanically
- pour concrete
- transport construction supplies
- operate digging construction equipment
- work in a construction team
- inspect construction supplies
Sources for this job· O*NET 47-2061.00· ESCO/ISCO 9313