Automation index
How much of a ML engineer’s job can AI already do?
Training a baseline and a notebook is fast. Shipping it, watching drift, and owning the miss is not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
ML engineer
29%
AI can already do 29% of this job.
#64 / 623
View rankingML engineer
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 |
|---|---|---|---|
Train models, features and notebooks.EstimateNo public source provides a precise figure. This is our estimate. | 22% | 48% | +10.6 |
Evaluate, document and compare runs.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 42% | +7.6 |
Deploy, monitor and retrain.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Talk to product about what a good error is.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 15% | +2.4 |
Dirty data, bias and model limits.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 18% | +2.5 |
On-call, incidents and rollback.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 16% | +2.2 |
| Total | 100% | 29% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Train models, features and notebooks
- Evaluate, document and compare runs
- Deploy, monitor and retrain
- Talk to product about what a good error is
- Dirty data, bias and model limits
- On-call, incidents and rollback
- machine learning engineer
- ingeniero ml
- mlops
Sources for this job· O*NET 15-1221.00· ESCO/ISCO 2511
IS WORK OVER?
Pharmacist
25%
#225 / 623
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