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?
Graphic designer
28%
#95 / 623
View rankingGraphic designer
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 |
|---|---|---|---|
Determine size and arrangement of illustrative material and copy, and select style and size of type.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 28% | +3.4 |
Create designs, concepts, and sample layouts, based on knowledge of layout principles and esthetic design concepts.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Use computer software to generate new images.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Key information into computer equipment to create layouts for client or supervisor.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 22% | +1.8 |
Draw and print charts, graphs, illustrations, and other artwork, using computer.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Review final layouts and suggest improvements, as needed.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Maintain archive of images, photos, or previous work products.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Develop graphics and layouts for product illustrations, company logos, and Web sites.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 33% | 28% | +9.2 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- design interfaces
- prototypes
- figma
- graphic design
- desktop publishing
- copyright legislation
- respect publication formats
- use creative suite software
- follow a brief
- identify customer's needs
Sources for this job· O*NET 27-1024.00· ESCO/ISCO 2166