Automation index

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

An octave protocol comes earlier. Leaving the piano in tune for the concert do not.

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

Task comparison

IS WORK OVER?

19%

AI can already do 19% of this job.

#483 / 643

Piano tuner

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
Diagnose, pinblock and the protocol. Estimate No public source provides a precise figure. This is our estimate.	16%	32%	+5.1
Tune, octaves and the unison. Estimate No public source provides a precise figure. This is our estimate.	22%	8%	+1.8
Regulate, dampers and the one that will not cut. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Voicing, hammers and the one that is hard. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The concert, the hall and not leaving it flat. Estimate No public source provides a precise figure. This is our estimate.	16%	18%	+2.9
In tune, and lasting the concert. Estimate No public source provides a precise figure. This is our estimate.	14%	12%	+1.7
Total	100%		19%

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

IS WORK OVER?

26%

#216 / 643

Last-mile manager

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
Zones, capacity and route cuts. Estimate No public source provides a precise figure. This is our estimate.	16%	44%	+7
KPIs, first attempt and incidents. Estimate No public source provides a precise figure. This is our estimate.	16%	36%	+5.8
The courier, the lobby and the one who will not open. Estimate No public source provides a precise figure. This is our estimate.	18%	16%	+2.9
Peaks, rain and hiring too many or too few. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The angry customer and not dressing delivered. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
Cover the peak, and not leaving the neighbourhood orphaned. Estimate No public source provides a precise figure. This is our estimate.	16%	14%	+2.2
Total	100%		26%

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