Automation index
How much of a Metro driver’s job can AI already do?
ATO and a log come earlier. Driving a full train and reacting in the tunnel do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Metro driver
19%
AI can already do 19% of this job.
#486 / 633
View rankingMetro driver
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 |
|---|---|---|---|
Checks, tests and the cab log.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 32% | +5.1 |
Drive, stop at platforms and regulate running.EstimateNo public source provides a precise figure. This is our estimate. | 24% | 8% | +1.9 |
Incidents, evacuation and talk to Control.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Timetables, reliefs and the day’s orders.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Passengers, platforms and announcements.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 18% | +2.5 |
Rules, fatigue and liability for the train.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 12% | +1.7 |
| Total | 100% | 19% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- drive metro trains
- stop at platforms
- regulate running
- evacuate tunnels
- talk to control
- cab checks
- handle incidents
- drive under ATO
Sources for this job· O*NET 53-4041.00· ESCO/ISCO 8311
IS WORK OVER?
Pharmacist
25%
#225 / 633
View rankingPharmacist
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 |
|---|---|---|---|
Review prescriptions to assure accuracy, to ascertain the needed ingredients, and to evaluate their suitability.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 28% | +3.4 |
Assess the identity, strength, or purity of medications.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Provide information and advice regarding drug interactions, side effects, dosage, and proper medication storage.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Maintain records, such as pharmacy files, patient profiles, charge system files, inventories, control records for radioactive nuclei, or registries of poisons, narcotics, or controlled drugs.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 12% | +1.1 |
Analyze prescribing trends to monitor patient compliance and to prevent excessive usage or harmful interactions.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 12% | +1.1 |
Advise customers on the selection of medication brands, medical equipment, or healthcare supplies.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Plan, implement, or maintain procedures for mixing, packaging, or labeling pharmaceuticals, according to policy and legal requirements, to ensure quality, security, and proper disposal.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Order and purchase pharmaceutical supplies, medical supplies, or drugs, maintaining stock and storing and handling it properly.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 30% | 28% | +8.4 |
| Total | 100% | 25% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- microbiology-bacteriology
- pharmacy law
- organic chemistry
- physics
- pharmaceutical technology
- pharmacognosy
- human anatomy
- toxicology
- inorganic chemistry
- pharmacokinetics
Sources for this job· O*NET 29-1051.00· ESCO/ISCO 2262