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?
Midwife
26%
#206 / 623
View rankingMidwife
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 |
|---|---|---|---|
Provide prenatal, intrapartum, postpartum, or newborn care to patients.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 12% | +1 |
Document patients' health histories, symptoms, physical conditions, or other diagnostic information.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 12% | +1 |
Document findings of physical examinations.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 55% | +4.4 |
Monitor fetal development by listening to fetal heartbeat, taking external uterine measurements, identifying fetal position, or estimating fetal size and weight.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Order and interpret diagnostic or laboratory tests.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Perform physical examinations by taking vital signs, checking neurological reflexes, examining breasts, or performing pelvic examinations.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Develop and implement individualized plans for health care management.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Educate patients and family members regarding prenatal, intrapartum, postpartum, newborn, or interconception care.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 38% | 28% | +10.6 |
| Total | 100% | 26% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- hygiene in a health care setting
- microbiology-bacteriology
- childbirth
- health care legislation
- lactation
- obstetric ultrasonography
- analgesics
- neonatology
- pregnancy
- pharmacology
Sources for this job· O*NET 29-1161.00· ESCO/ISCO 2222