Automation index
How much of a Air traffic controller’s job can AI already do?
Labels and alerts already help. Separating two aircraft in fog, and talking to both, is not something you hand off.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Air traffic controller
17%
AI can already do 17% of this job.
#598 / 643
View rankingAir traffic controller
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 |
|---|---|---|---|
Plan sequences and read traffic forecasts.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 32% | +5.8 |
Strips, tickets and inter-unit coordination.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Tactical control of aircraft on frequency.EstimateNo public source provides a precise figure. This is our estimate. | 22% | 6% | +1.3 |
Resolve conflicts, radio failures and weather.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 10% | +1.6 |
Train and supervise a controller under instruction.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 12% | +1.7 |
Reports, incidents and shift fatigue.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 15% | +2.1 |
| Total | 100% | 17% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Plan sequences and read traffic forecasts
- Tactical control of aircraft on frequency
- Reports, incidents and shift fatigue
- controlador aereo
- air traffic
- atc
- torre de control
Sources for this job· O*NET 53-2021.00· ESCO/ISCO 3154
IS WORK OVER?
HVAC technician
27%
#185 / 643
View rankingHVAC technician
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 |
|---|---|---|---|
Comply with all applicable standards, policies, or procedures, such as safety procedures or the maintenance of a clean work area.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Recommend, develop, or perform preventive or general maintenance procedures, such as cleaning, power-washing, or vacuuming equipment, oiling parts, or changing filters.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Test electrical circuits or components for continuity, using electrical test equipment.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Discuss heating or cooling system malfunctions with users to isolate problems or to verify that repairs corrected malfunctions.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 12% | +0.7 |
Repair or replace defective equipment, components, or wiring.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 12% | +0.7 |
Keep records of repairs and replacements made and causes of malfunctions.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 12% | +0.6 |
Record and report time, materials, faults, deficiencies, or other unusual occurrences on work orders.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 55% | +2.8 |
Install, connect, or adjust thermostats, humidistats, or timers.EstimateNo public source provides a precise figure. This is our estimate. | 4% | 28% | +1.1 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 50% | 28% | +14 |
| Total | 100% | 27% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- refrigerants
- electric heating systems
- hydraulics
- thermodynamics
- fluid mechanics
- domestic cooling systems
- electricity
- electrical wiring plans
- mechanics
- work ergonomically
Sources for this job· O*NET 49-9021.00· ESCO/ISCO 7127