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?
Dietitian
20%
#441 / 623
View rankingDietitian
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 |
|---|---|---|---|
Assess nutritional needs, diet restrictions, and current health plans to develop and implement dietary-care plans and provide nutritional counseling.EstimateNo public source provides a precise figure. This is our estimate. | 13% | 22% | +2.9 |
Counsel individuals and groups on basic rules of good nutrition, healthy eating habits, and nutrition monitoring to improve their quality of life.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 22% | +2.6 |
Evaluate laboratory tests in preparing nutrition recommendations.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Advise patients and their families on nutritional principles, dietary plans, diet modifications, and food selection and preparation.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 12% | +1.3 |
Record and evaluate patient and family health and food history, including symptoms, environmental toxic exposure, allergies, medication factors, and preventive health-care measures.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 12% | +1.1 |
Incorporate patient cultural, ethnic, or religious preferences and needs in the development of nutrition plans.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 12% | +1.1 |
Consult with physicians and health care personnel to determine nutritional needs and diet restrictions of patient or client.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 12% | +1 |
Coordinate diet counseling services.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 22% | +1.1 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 22% | 28% | +6.2 |
| Total | 100% | 20% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- hygiene in a health care setting
- eating disorders
- counselling methods
- health care legislation
- biological chemistry
- calculation of food energy
- medical terminology
- supervision of persons
- human physiology
- pharmacology
Sources for this job· O*NET 29-1031.00· ESCO/ISCO 2265