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?
Photographer
28%
#100 / 623
View rankingPhotographer
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 |
|---|---|---|---|
Adjust apertures, shutter speeds, and camera focus according to a combination of factors, such as lighting, field depth, subject motion, film type, and film speed.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Use traditional or digital cameras, along with a variety of equipment, such as tripods, filters, and flash attachments.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Create artificial light, using flashes and reflectors.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Manipulate and enhance scanned or digital images to create desired effects, using computers and specialized software.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Estimate or measure light levels, distances, and numbers of exposures needed, using measuring devices and formulas.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Transfer photographs to computers for editing, archiving, and electronic transmission.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Perform general office duties, such as scheduling appointments, keeping books, and ordering supplies.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Determine desired images and picture composition, selecting and adjusting subjects, equipment, and lighting to achieve desired effects.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 39% | 28% | +10.9 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- interview techniques
- photography
- editorial standards
- writing techniques
- spelling
- grammar
- copyright legislation
- participate in editorial meetings
- set up photographic equipment
- study topics
Sources for this job· O*NET 27-4021.00· ESCO/ISCO 3431