Automation index
Can AI do the work of a Barista?
Today an AI or a robot can barely cover part of a shift. Pace, the physical space, and dealing with people still are the job.
It does not measure how many roles are at risk.
Task comparison
IS WORK OVER?
Barista
28%
AI or a robot can already do 28% of this job.
#52 / 103
View rankingBarista
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 |
|---|---|---|---|
Prepare or serve hot or cold beverages, such as coffee, espresso drinks, blended coffees, or teas.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 28% | +2.5 |
Receive and process customer payments.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Take customer orders and convey them to other employees for preparation.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Describe menu items to customers, or suggest products that might appeal to them.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Serve prepared foods, such as muffins, biscotti, or bagels.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Prepare or serve menu items, such as sandwiches or salads.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Clean or sanitize work areas, utensils, or equipment.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Clean service or seating areas.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 42% | 28% | +11.8 |
| Total | 100% | 28% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- comply with food safety and hygiene
- educate customers on tea varieties
- maintain relationship with customers
- greet guests
- handle customer complaints
- upsell products
- handover the service area
- set up the coffee area
- maintain customer service
- work in a hospitality team
Sources for this job· O*NET 35-3023.01· ESCO/ISCO 5132
IS WORK OVER?
Personal trainer
27%
#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