Automation index

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

A playlist comes earlier. Something sounding and moving what will not come in words 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.

#447 / 773

Music therapist

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
Session, aims and the instrument. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Patient, the silence and not forcing the song. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Group, the one who shuts and the one who overflows. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Report, the marker and not selling miracles. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
The ward, the noise and not bothering the rest. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
Let it sound, and move what will not come out. 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