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?
Photographer
28%
#100 / 623
View rankingPhotographer
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 |
|---|---|---|---|
Adjust apertures, shutter speeds, and camera focus according to a combination of factors, such as lighting, field depth, subject motion, film type, and film speed.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Use traditional or digital cameras, along with a variety of equipment, such as tripods, filters, and flash attachments.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Create artificial light, using flashes and reflectors.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Manipulate and enhance scanned or digital images to create desired effects, using computers and specialized software.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Estimate or measure light levels, distances, and numbers of exposures needed, using measuring devices and formulas.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Transfer photographs to computers for editing, archiving, and electronic transmission.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Perform general office duties, such as scheduling appointments, keeping books, and ordering supplies.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Determine desired images and picture composition, selecting and adjusting subjects, equipment, and lighting to achieve desired effects.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 39% | 28% | +10.9 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- interview techniques
- photography
- editorial standards
- writing techniques
- spelling
- grammar
- copyright legislation
- participate in editorial meetings
- set up photographic equipment
- study topics
Sources for this job· O*NET 27-4021.00· ESCO/ISCO 3431