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?
Dentist
24%
#262 / 623
View rankingDentist
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 |
|---|---|---|---|
Use masks, gloves, and safety glasses to protect patients and self from infectious diseases.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 12% | +1.3 |
Examine teeth, gums, and related tissues, using dental instruments, x-rays, or other diagnostic equipment, to evaluate dental health, diagnose diseases or abnormalities, and plan appropriate treatments.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Use dental air turbines, hand instruments, dental appliances, or surgical implements.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Administer anesthetics to limit the amount of pain experienced by patients during procedures.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 12% | +1 |
Diagnose and treat diseases, injuries, or malformations of teeth, gums, or related oral structures and provide preventive or corrective services.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Advise or instruct patients regarding preventive dental care, the causes and treatment of dental problems, or oral health care services.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Formulate plan of treatment for patient's teeth and mouth tissue.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Analyze or evaluate dental needs to determine changes or trends in patterns of dental disease.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 48% | +2.9 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 34% | 28% | +9.5 |
| Total | 100% | 24% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- cosmetic dental procedures
- surgery
- dentistry science
- clinical disciplines in dentistry
- mouth anatomy
- anaesthetics
- perform oral health diagnosis
- rehabilitate worn dentition
- lead the dental team
- provide periodontal treatment
Sources for this job· O*NET 29-1021.00· ESCO/ISCO 2261