IS WORK OVER?

Automation index

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

Urban ATO comes earlier. Crossing pedestrians without clipping the badly parked car do not.

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

Task comparison

Tram 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, log and the cab.
Estimate

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

16%32%+5.1
Drive, stops and the pedestrian who steps out.
Estimate

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

24%8%+1.9
Badly parked car, calls and Control.
Estimate

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

16%22%+3.5
Timetable, reliefs and rush hour.
Estimate

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

16%28%+4.5
The tourist, the bike and not over-hooting.
Estimate

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

14%18%+2.5
Hit nobody, and make the terminus.
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 trams
  • urban stops
  • pedestrians
  • badly parked cars
  • Control
  • rush hour
  • cab checks
  • terminus

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

SEM specialist

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
Campaigns, keywords and Quality Score.
Estimate

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

18%52%+9.4
Landing, tracking and the conversion that misses.
Estimate

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

16%40%+6.4
The client who wants more clicks for less.
Estimate

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

16%22%+3.5
Reports, copy and the ad A/B.
Estimate

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

16%28%+4.5
Legal, brands and the claim you cannot make.
Estimate

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

18%14%+2.5
Spend on buyers, and not inflating impressions.
Estimate

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

16%12%+1.9
Total100%28%

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

Skills and activities

  • SEM campaigns
  • keywords
  • Quality Score
  • landings
  • conversion tracking
  • ad A/B
  • Google Ads
  • media budget

Sources for this job· O*NET 13-1161.00· ESCO/ISCO 2431

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