Automation index

How much of a Civil engineer’s job can AI already do?

Calcs and drawings speed up. Being on site, stamping, and owning ground that is not the model do not.

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

Task comparison

IS WORK OVER?

25%

AI can already do 25% of this job.

#231 / 633

Civil engineer

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.

Task	Share	AI	Points
Structural calcs and code checks. Estimate No public source provides a precise figure. This is our estimate.	22%	42%	+9.2
Drawings, quantities and cost estimate. Estimate No public source provides a precise figure. This is our estimate.	18%	38%	+6.8
Geotech and simplified impact reports. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Coordination with contractor, council and suppliers. Estimate No public source provides a precise figure. This is our estimate.	16%	15%	+2.4
Site execution and safety control. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Site authority and responsible signature. Estimate No public source provides a precise figure. This is our estimate.	12%	10%	+1.2
Total	100%		25%

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

IS WORK OVER?

26%

#199 / 633

Game designer

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.

Task	Share	AI	Points
GDD, flows and economy tables. Estimate No public source provides a precise figure. This is our estimate.	22%	48%	+10.6
Leveling, quests and tutorial copy. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Playtest, telemetry and reading frustration. Estimate No public source provides a precise figure. This is our estimate.	16%	18%	+2.9
Align art, engineering and production. Estimate No public source provides a precise figure. This is our estimate.	16%	15%	+2.4
Cut systems and defend the feel. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Decide what the game is, and is not. Estimate No public source provides a precise figure. This is our estimate.	14%	16%	+2.2
Total	100%		26%

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