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?
Nurse
24%
#266 / 623
View rankingNurse
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 |
|---|---|---|---|
Maintain accurate, detailed reports and records.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 55% | +3.9 |
Record patients' medical information and vital signs.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Administer medications to patients and monitor patients for reactions or side effects.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Monitor, record, and report symptoms or changes in patients' conditions.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Monitor all aspects of patient care, including diet and physical activity.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Direct or supervise less-skilled nursing or healthcare personnel or supervise a particular unit.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 12% | +0.7 |
Provide health care, first aid, immunizations, or assistance in convalescence or rehabilitation in locations such as schools, hospitals, or industry.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Consult and coordinate with healthcare team members to assess, plan, implement, or evaluate patient care plans.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 12% | +0.6 |
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% | 24% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- care for patients
- diagnose
- nursing care
- clinical notes
- impact of social contexts on health
- specialist nursing care
- educate on the prevention of illness
- provide professional care in nursing
- contribute to continuity of health care
- promote a positive image of nursing
Sources for this job· O*NET 29-1141.00· ESCO/ISCO 2221