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.

#383 / 773

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?

27%

#192 / 773

QA automation 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
Test, the selector and the flake. Estimate No public source provides a precise figure. This is our estimate.	18%	48%	+8.6
Pipeline, the green and the one that lies. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Bug, the repro and not closing it blind. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Data, the environment and not sharing prod. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The developer, the rush and not skipping the one that fails. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Catch the bug, and not painting a lying green. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		27%

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