Automation index
How much of a Teacher’s job can AI already do?
Today an AI can already prep materials, sort notes, and write a first summary. The class, the source, and the patient still need someone in the room.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Teacher
27%
AI can already do 27% of this job.
#172 / 623
View rankingTeacher
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 |
|---|---|---|---|
Establish and enforce rules for behavior and procedures for maintaining order among students.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Instruct through lectures, discussions, and demonstrations in one or more subjects, such as English, mathematics, or social studies.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Prepare students for later grades by encouraging them to explore learning opportunities and to persevere with challenging tasks.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Prepare materials and classrooms for class activities.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Use computers, audio-visual aids, and other equipment and materials to supplement presentations.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 22% | +1.3 |
Enforce all administration policies and rules governing students.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Establish clear objectives for all lessons, units, and projects, and communicate those objectives to students.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Adapt teaching methods and instructional materials to meet students' varying needs and interests.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 22% | +1.1 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 49% | 28% | +13.7 |
| Total | 100% | 27% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- teach class
- mark students
- lesson plans
- teach
- ICT hardware specifications
- e-learning
- learning difficulties
- computer science
- post-secondary school procedures
- ICT software specifications
Sources for this job· O*NET 25-2031.00· ESCO/ISCO 2330
IS WORK OVER?
Prompt engineer
34%
#21 / 623
View rankingPrompt engineer
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 prompts, tools and chains.EstimateNo public source provides a precise figure. This is our estimate. | 24% | 58% | +13.9 |
Evals, datasets and regressions.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 52% | +9.4 |
Integrate with product and safety limits.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Talk to the business about a good output.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Watch hallucinations, bias and cost.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 20% | +2.8 |
Decide what the model gets, and what it does not.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 16% | +1.9 |
| Total | 100% | 34% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Design prompts, tools and chains
- Evals, datasets and regressions
- Integrate with product and safety limits
- Talk to the business about a good output
- Watch hallucinations, bias and cost
- prompt engineer
- ingeniero de prompts
- llm engineer
Sources for this job· O*NET 15-1252.00· ESCO/ISCO 2512