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?
Video editor
28%
#96 / 623
View rankingVideo editor
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 |
|---|---|---|---|
Select and combine the most effective shots of each scene to form a logical and smoothly running story.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Edit films and videotapes to insert music, dialogue, and sound effects, to arrange films into sequences, and to correct errors, using editing equipment.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Set up and operate computer editing systems, electronic titling systems, video switching equipment, and digital video effects units to produce a final product.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Organize and string together raw footage into a continuous whole according to scripts or the instructions of directors and producers.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Review footage sequence by sequence to become familiar with it before assembling it into a final product.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Mark frames where a particular shot or piece of sound is to begin or end.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Verify key numbers and time codes on materials.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Cut shot sequences to different angles at specific points in scenes, making each individual cut as fluid and seamless as possible.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. | 48% | 28% | +13.4 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- personal directing styles
- film production process
- graphic design
- motion graphics
- ICT software specifications
- multimedia systems
- follow work schedule
- consult with producer
- watch scenes
- put uncut recordings into computer
Sources for this job· O*NET 27-4032.00· ESCO/ISCO 2654