Automation index
How much of a Scrum master’s job can AI already do?
A board and a retro template assemble. Unblocking a team and holding a director do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Scrum master
25%
AI can already do 25% of this job.
#251 / 633
View rankingScrum master
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.
| Task | Share | AI | Points |
|---|---|---|---|
Facilitate ceremonies, boards and notes.EstimateNo public source provides a precise figure. This is our estimate. | 20% | 45% | +9 |
Flow metrics and impediment reports.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 38% | +6.1 |
Team coaching and internal conflict.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 15% | +2.7 |
Protect the sprint from interruptions.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
Train PO and managers in the method.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Change the system, not just the ritual.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 16% | +2.2 |
| Total | 100% | 25% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Facilitate ceremonies, boards and notes
- Flow metrics and impediment reports
- Team coaching and internal conflict
- Protect the sprint from interruptions
- Train PO and managers in the method
- Change the system, not just the ritual
- scrum master
- agile coach
Sources for this job· O*NET 13-1111.00· ESCO/ISCO 2421
IS WORK OVER?
Cook
28%
#87 / 633
View rankingCook
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.
| Task | Share | AI | Points |
|---|---|---|---|
Portion, arrange, and garnish food, and serve food to waiters or patrons.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Inspect and clean food preparation areas, such as equipment, work surfaces, and serving areas, to ensure safe and sanitary food-handling practices.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Turn or stir foods to ensure even cooking.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Season and cook food according to recipes or personal judgment and experience.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Ensure food is stored and cooked at correct temperature by regulating temperature of ovens, broilers, grills, and roasters.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Weigh, measure, and mix ingredients according to recipes or personal judgment, using various kitchen utensils and equipment.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Bake, roast, broil, and steam meats, fish, vegetables, and other foods.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Coordinate and supervise work of kitchen staff.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 22% | +1.5 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 35% | 28% | +9.8 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- cook
- mise en place
- dishes
- bake
- comply with food safety and hygiene
- order supplies
- store raw food materials
- receive kitchen supplies
- use food preparation techniques
- dispose waste
Sources for this job· O*NET 35-2014.00· ESCO/ISCO 5120