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?
Welder
28%
#66 / 103
View rankingWelder
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 |
|---|---|---|---|
Operate safety equipment and use safe work habits.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Melt and apply solder along adjoining edges of workpieces to solder joints, using soldering irons, gas torches, or electric-ultrasonic equipment.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Weld components in flat, vertical, or overhead positions.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Check grooves, angles, or gap allowances, using micrometers, calipers, and precision measuring instruments.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Determine required equipment and welding methods, applying knowledge of metallurgy, geometry, and welding techniques.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Align and clamp workpieces together, using rules, squares, or hand tools, or position items in fixtures, jigs, or vises.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Select and install torches, torch tips, filler rods, and flux, according to welding chart specifications or types and thicknesses of metals.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Recognize, set up, and operate hand and power tools common to the welding trade, such as shielded metal arc and gas metal arc welding equipment.EstimateNo public source pins this saving. It is an estimate of the method. | 4% | 28% | +1.1 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 60% | 28% | +16.8 |
| Total | 100% | 28% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- technical drawings
- hydraulics
- pipeline coating properties
- types of pipelines
- isometric perspective
- cooperate with colleagues
- inspect pipelines
- use welding equipment
- operate welding equipment
- clear pipelines
Sources for this job· O*NET 51-4121.00· ESCO/ISCO 7212