IS WORK OVER?

Automation index

How much of a Heat-pump technician’s job can AI already do?

A load calc comes earlier. Actually heating without freezing the unit do not.

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

Task comparison

Heat-pump technician

Where the time goes

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.

TaskShareAIPoints
Load, diagram and machine sizing.
Estimate

No public source provides a precise figure. This is our estimate.

16%40%+6.4
Install, vacuum and the refrigerant charge.
Estimate

No public source provides a precise figure. This is our estimate.

18%14%+2.5
Commission, curves and hot water.
Estimate

No public source provides a precise figure. This is our estimate.

16%28%+4.5
Sensors, fan-coils and noise to the neighbour.
Estimate

No public source provides a precise figure. This is our estimate.

16%22%+3.5
Winter, defrost and the complaint.
Estimate

No public source provides a precise figure. This is our estimate.

18%18%+3.2
That it heats, and not freezing the outdoor unit.
Estimate

No public source provides a precise figure. This is our estimate.

16%12%+1.9
Total100%22%

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

Skills and activities

  • fit heat pumps
  • vacuum the circuit
  • refrigerant charge
  • commission
  • hot water
  • defrost
  • size the unit
  • sensors

Sources for this job· O*NET 49-9021.00· ESCO/ISCO 7126

Dosimetrist

Where the time goes

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.

TaskShareAIPoints
CT, contours and the plan.
Estimate

No public source provides a precise figure. This is our estimate.

16%40%+6.4
Organ at risk, the curve and not overshooting.
Estimate

No public source provides a precise figure. This is our estimate.

18%14%+2.5
Physics, the check and the one that does not fit.
Estimate

No public source provides a precise figure. This is our estimate.

16%28%+4.5
Fraction, the setup and the patient who is not the same.
Estimate

No public source provides a precise figure. This is our estimate.

16%22%+3.5
The oncologist, the trade-off and not signing blind.
Estimate

No public source provides a precise figure. This is our estimate.

18%18%+3.2
The tumour gets it, and the healthy organ does not.
Estimate

No public source provides a precise figure. This is our estimate.

16%12%+1.9
Total100%22%

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

Skills and activities

  • dose plans
  • contours
  • organs at risk
  • dosimetry check
  • fractions
  • setup
  • sim CT
  • DVH curves

Sources for this job· O*NET 29-2036.00· ESCO/ISCO 3211

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