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?
Real estate agent
27%
#130 / 623
View rankingReal estate 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 |
|---|---|---|---|
Generate lists of properties that are compatible with buyers' needs and financial resources.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Answer clients' questions regarding construction work, financing, maintenance, repairs, and appraisals.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 12% | +0.7 |
Promote sales of properties through advertisements, open houses, and participation in multiple listing services.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Contact property owners and advertise services to solicit property sales listings.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Display commercial, industrial, agricultural, and residential properties to clients and explain their features.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Coordinate appointments to show homes to prospective buyers.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Contact previous clients for prospecting of referral business.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Act as an intermediary in negotiations between buyers and sellers, generally representing one or the other.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. | 56% | 28% | +15.7 |
| Total | 100% | 27% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- customer service
- contract law
- office administration
- real estate market
- mortgage loans
- property law
- maintain relationship with customers
- advise on property value
- identify customer's needs
- inform on renting agreements
Sources for this job· O*NET 41-9022.00· ESCO/ISCO 3334