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?
Retail salesperson
28%
#91 / 623
View rankingRetail salesperson
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 |
|---|---|---|---|
Greet customers and ascertain what each customer wants or needs.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Bag or package purchases and wrap gifts.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Open and close cash registers, performing tasks such as counting money, separating charge slips, coupons, and vouchers, balancing cash drawers, and making deposits.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Compute sales prices, total purchases, and receive and process cash or credit payment.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Answer questions regarding the store and its merchandise.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Recommend, select, and help locate or obtain merchandise based on customer needs and desires.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Prepare merchandise for purchase or rental.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Describe merchandise and explain use, operation, and care of merchandise to customers.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. | 46% | 28% | +12.9 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- sales argumentation
- characteristics of products
- e-commerce systems
- product comprehension
- types of written press
- guarantee customer satisfaction
- carry out products preparation
- operate cash register
- ensure compliance with legal requirements
- examine merchandise
Sources for this job· O*NET 41-2031.00· ESCO/ISCO 5223