Automation index

How much of a Botanist’s job can AI already do?

A digital herbarium comes earlier. Identifying in the field without killing the population do not.

This percentage does not predict how many people will lose their jobs.

Task comparison

IS WORK OVER?

22%

AI can already do 22% of this job.

#361 / 733

Botanist

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
Herbarium, keys and the specimen. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Field, the population and not collecting extra. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Survey, the habitat and the one that is lost. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Report, the works and the one who will not hear. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
The glasshouse, the culture and not mixing labels. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
Identify, and not killing the population. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		22%

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

IS WORK OVER?

22%

#389 / 733

Railway 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
Track, geometry and the study. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Points, the blade and the one that will not close. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
OLE, the height and the gauge. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Works, the possession and not leaving the wire wrong. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
The operator, the rush and not jumping to a yes. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
That it does not derail, and not signing half-done points. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		22%

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