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

Physiotherapist

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
Plan, prepare, or carry out individually designed programs of physical treatment to maintain, improve, or restore physical functioning, alleviate pain, or prevent physical dysfunction in patients.
Estimate

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

8%12%+1
Record prognosis, treatment, response, and progress in patient's chart or enter information into computer.
Estimate

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

8%12%+1
Administer manual exercises, massage, or traction to help relieve pain, increase patient strength, or decrease or prevent deformity or crippling.
Estimate

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

8%12%+1
Evaluate effects of treatment at various stages and adjust treatments to achieve maximum benefit.
Estimate

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

8%28%+2.2
Direct, supervise, assess, and communicate with supportive personnel.
Estimate

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

7%22%+1.5
Confer with the patient, medical practitioners, or appropriate others to plan, implement, or assess the intervention program.
Estimate

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

7%12%+0.8
Test and measure patient's strength, motor development and function, sensory perception, functional capacity, or respiratory or circulatory efficiency and record data.
Estimate

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

6%12%+0.7
Obtain patients' informed consent to proposed interventions.
Estimate

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

6%12%+0.7
Other less frequent tasks (weight estimated from frequency).
Estimate

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

42%28%+11.8
Total100%21%

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

Skills and activities

  • orthopaedic manual physiotherapy
  • medical terminology
  • emergency surgery
  • general medicine
  • surgery
  • human physiology
  • geriatrics
  • kinetics
  • neurology
  • pharmacology

Sources for this job· O*NET 29-1123.00· ESCO/ISCO 2264

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