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?

29%

AI can already do 29% of this job.

#64 / 623

ML engineer

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. Estimate No public source provides a precise figure. This is our estimate.	22%	48%	+10.6
Evaluate, document and compare runs. Estimate No public source provides a precise figure. This is our estimate.	18%	42%	+7.6
Deploy, monitor and retrain. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Talk to product about what a good error is. Estimate No public source provides a precise figure. This is our estimate.	16%	15%	+2.4
Dirty data, bias and model limits. Estimate No public source provides a precise figure. This is our estimate.	14%	18%	+2.5
On-call, incidents and rollback. Estimate No 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

IS WORK OVER?

30%

#53 / 623

Hotel receptionist

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
Greet, register, and assign rooms to guests of hotels or motels. Estimate No public source provides a precise figure. This is our estimate.	7%	28%	+2
Issue room keys and escort instructions to bellhops. Estimate No public source provides a precise figure. This is our estimate.	7%	28%	+2
Verify customers' credit, and establish how the customer will pay for the accommodation. Estimate No public source provides a precise figure. This is our estimate.	7%	28%	+2
Keep records of room availability and guests' accounts, manually or using computers. Estimate No public source provides a precise figure. This is our estimate.	7%	55%	+3.9
Make and confirm reservations. Estimate No public source provides a precise figure. This is our estimate.	7%	28%	+2
Review accounts and charges with guests during the check out process. Estimate No public source provides a precise figure. This is our estimate.	6%	28%	+1.7
Answer inquiries pertaining to hotel services, guest registration, and travel directions, or make recommendations regarding shopping, dining, or entertainment. Estimate No public source provides a precise figure. This is our estimate.	6%	28%	+1.7
Compute bills, collect payments, and make change for guests. Estimate No public source provides a precise figure. This is our estimate.	6%	28%	+1.7
Other less frequent tasks (weight estimated from frequency). Estimate No public source provides a precise figure. This is our estimate.	47%	28%	+13.2
Total	100%		30%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low