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?
Customer support agent
36%
#15 / 623
View rankingCustomer support agent
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 |
|---|---|---|---|
Confer with customers by telephone or in person to provide information about products or services, take or enter orders, cancel accounts, or obtain details of complaints.EstimateNo public source provides a precise figure. This is our estimate. | 17% | 28% | +4.8 |
Keep records of customer interactions or transactions, recording details of inquiries, complaints, or comments, as well as actions taken.EstimateNo public source provides a precise figure. This is our estimate. | 15% | 55% | +8.3 |
Complete contract forms, prepare change of address records, or issue service discontinuance orders, using computers.EstimateNo public source provides a precise figure. This is our estimate. | 13% | 55% | +7.2 |
Check to ensure that appropriate changes were made to resolve customers' problems.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Determine charges for services requested, collect deposits or payments, or arrange for billing.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Solicit sales of new or additional services or products.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Resolve customers' service or billing complaints by performing activities such as exchanging merchandise, refunding money, or adjusting bills.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Refer unresolved customer grievances to designated departments for further investigation.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
| Total | 100% | 36% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- customer insight
- characteristics of products
- customer service
- guarantee customer satisfaction
- communicate with customers
- use databases
- answer incoming calls
- keep records of customer interaction
- perform customer management
- collect customer data
Sources for this job· O*NET 43-4051.00· ESCO/ISCO 4222