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 / 623
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?
BI analyst
34%
#18 / 623
View rankingBI analyst
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 |
|---|---|---|---|
Model data, light ETL and dashboards.EstimateNo public source provides a precise figure. This is our estimate. | 24% | 58% | +13.9 |
Write SQL, measures and docs.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 50% | +9 |
Define KPIs with the business and negotiate meaning.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Present insights and defend the number.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Data quality, alerts and lineage.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 15% | +2.1 |
Prioritise requests and say no.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 20% | +2.4 |
| Total | 100% | 34% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Model data, light ETL and dashboards
- Write SQL, measures and docs
- Present insights and defend the number
- Data quality, alerts and lineage
- Prioritise requests and say no
- business intelligence
- analista bi
- power bi
- looker
Sources for this job· O*NET 15-2051.00· ESCO/ISCO 2511