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?
Radiologist
31%
#39 / 623
View rankingRadiologist
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 |
|---|---|---|---|
Prepare comprehensive interpretive reports of findings.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 55% | +6.6 |
Perform or interpret the outcomes of diagnostic imaging procedures including magnetic resonance imaging (MRI), computer tomography (CT), positron emission tomography (PET), nuclear cardiology treadmill studies, mammography, or ultrasound.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Review or transmit images and information using picture archiving or communications systems.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Obtain patients' histories from electronic records, patient interviews, dictated reports, or by communicating with referring clinicians.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 12% | +1.3 |
Document the performance, interpretation, or outcomes of all procedures performed.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 55% | +4.4 |
Communicate examination results or diagnostic information to referring physicians, patients, or families.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Develop or monitor procedures to ensure adequate quality control of images.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Confer with medical professionals regarding image-based diagnoses.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. | 27% | 28% | +7.6 |
| Total | 100% | 31% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- manage research data
- operate open source software
- demonstrate disciplinary expertise
- think abstractly
- manage personal professional development
- perform project management
- synthesise information
- develop own practices continuously
- conduct project management
- manage projects
Sources for this job· O*NET 29-1224.00· ESCO/ISCO 2212