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

Logistics coordinator

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
Maintain and develop positive business relationships with a customer's key personnel involved in, or directly relevant to, a logistics activity.
Estimate

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

11%28%+3.1
Develop an understanding of customers' needs and take actions to ensure that such needs are met.
Estimate

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

10%28%+2.8
Direct availability and allocation of materials, supplies, and finished products.
Estimate

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

9%28%+2.5
Direct team activities, establishing task priorities, scheduling and tracking work assignments, providing guidance, and ensuring the availability of resources.
Estimate

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

8%28%+2.2
Protect and control proprietary materials.
Estimate

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

7%28%+2
Explain proposed solutions to customers, management, or other interested parties through written proposals and oral presentations.
Estimate

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

5%22%+1.1
Manage subcontractor activities, reviewing proposals, developing performance specifications, and serving as liaisons between subcontractors and organizations.
Estimate

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

5%28%+1.4
Perform managerial duties such as hiring and training employees and overseeing facility needs or requirements.
Estimate

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

5%28%+1.4
Other less frequent tasks (weight estimated from frequency).
Estimate

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

40%28%+11.2
Total100%28%

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

Skills and activities

  • multimodal transport logistics
  • markets for modes of transport
  • comply with railway safety standards
  • resolve shipment issues
  • track shipments
  • use different communication channels
  • handle shipment risks
  • negotiate logistics services
  • analyse transportation costs
  • apply transportation management concepts

Sources for this job· O*NET 13-1081.00· ESCO/ISCO 4323

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