Automation index
How much of a Data engineer’s job can AI already do?
A pipeline and a diagram sketch. Keeping it up at 3 a.m., with PII and a four-hour job, does not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Data engineer
31%
AI can already do 31% of this job.
#36 / 623
View rankingData 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 pipelines, models and orchestration.EstimateNo public source provides a precise figure. This is our estimate. | 24% | 50% | +12 |
Write SQL, Spark and data tests.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 45% | +8.1 |
Incidents, quality and lineage in production.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Talk to analysts and negotiate data contracts.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Cloud cost, permissions and PII.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 15% | +2.1 |
Decide architecture and technical debt.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 20% | +2.4 |
| Total | 100% | 31% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Design pipelines, models and orchestration
- Write SQL, Spark and data tests
- Cloud cost, permissions and PII
- Decide architecture and technical debt
- ingeniero de datos
- data engineer
- etl
Sources for this job· O*NET 15-1243.00· ESCO/ISCO 2511
IS WORK OVER?
Teacher
27%
#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