IS WORK OVER?

Automation index

How much of a Metro driver’s job can AI already do?

ATO and a log come earlier. Driving a full train and reacting in the tunnel do not.

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

Task comparison

Metro driver

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
Checks, tests and the cab log.
Estimate

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

16%32%+5.1
Drive, stop at platforms and regulate running.
Estimate

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

24%8%+1.9
Incidents, evacuation and talk to Control.
Estimate

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

16%22%+3.5
Timetables, reliefs and the day’s orders.
Estimate

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

16%28%+4.5
Passengers, platforms and announcements.
Estimate

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

14%18%+2.5
Rules, fatigue and liability for the train.
Estimate

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

14%12%+1.7
Total100%19%

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

Skills and activities

  • drive metro trains
  • stop at platforms
  • regulate running
  • evacuate tunnels
  • talk to control
  • cab checks
  • handle incidents
  • drive under ATO

Sources for this job· O*NET 53-4041.00· ESCO/ISCO 8311

Dietitian

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
Assess nutritional needs, diet restrictions, and current health plans to develop and implement dietary-care plans and provide nutritional counseling.
Estimate

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

13%22%+2.9
Counsel individuals and groups on basic rules of good nutrition, healthy eating habits, and nutrition monitoring to improve their quality of life.
Estimate

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

12%22%+2.6
Evaluate laboratory tests in preparing nutrition recommendations.
Estimate

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

11%28%+3.1
Advise patients and their families on nutritional principles, dietary plans, diet modifications, and food selection and preparation.
Estimate

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

11%12%+1.3
Record and evaluate patient and family health and food history, including symptoms, environmental toxic exposure, allergies, medication factors, and preventive health-care measures.
Estimate

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

9%12%+1.1
Incorporate patient cultural, ethnic, or religious preferences and needs in the development of nutrition plans.
Estimate

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

9%12%+1.1
Consult with physicians and health care personnel to determine nutritional needs and diet restrictions of patient or client.
Estimate

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

8%12%+1
Coordinate diet counseling services.
Estimate

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

5%22%+1.1
Other less frequent tasks (weight estimated from frequency).
Estimate

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

22%28%+6.2
Total100%20%

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

Skills and activities

  • hygiene in a health care setting
  • eating disorders
  • counselling methods
  • health care legislation
  • biological chemistry
  • calculation of food energy
  • medical terminology
  • supervision of persons
  • human physiology
  • pharmacology

Sources for this job· O*NET 29-1031.00· ESCO/ISCO 2265

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