Automation index
How much of a Shelf replenisher’s job can AI already do?
A wave comes earlier. Filling the shelf without blocking the aisle do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Shelf replenisher
21%
AI can already do 21% of this job.
#435 / 633
View rankingShelf replenisher
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 |
|---|---|---|---|
Wave, location and the cage.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 36% | +5.8 |
Shelf, date and the one at the back.EstimateNo public source provides a precise figure. This is our estimate. | 22% | 10% | +2.2 |
Aisle, the customer and not blocking.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Out of stock, calling it and the gap.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
The peak, overtime and not mixing batches.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Shelf full, and aisle clear.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 12% | +1.7 |
| Total | 100% | 21% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- waves
- the shelf
- dates
- aisles
- stock-outs
- cages
- batches
- gaps
Sources for this job· O*NET 43-5081.00· ESCO/ISCO 9334
IS WORK OVER?
Education specialist
25%
#248 / 633
View rankingEducation 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.
| Task | Share | AI | Points |
|---|---|---|---|
Design schemes, rubrics and assessments.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 48% | +8.6 |
Reports, diagnoses and school plans.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Train staff and accompany teams.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Observe class and feed back with care.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Families, inspectorate and EU projects.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 16% | +2.9 |
Not selling pedagogical fashion without a classroom.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 14% | +2.2 |
| Total | 100% | 25% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Design schemes, rubrics and assessments
- Reports, diagnoses and school plans
- Train staff and accompany teams
- Observe class and feed back with care
- Families, inspectorate and EU projects
- pedagogo
- pedagoga
- education specialist
Sources for this job· O*NET 25-9031.00· ESCO/ISCO 2351