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?
Accountant
35%
#17 / 623
View rankingAccountant
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 |
|---|---|---|---|
Supervise auditing of establishments, and determine scope of investigation required.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 22% | +2.6 |
Analyze business operations, trends, costs, revenues, financial commitments, and obligations to project future revenues and expenses or to provide advice.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 48% | +4.3 |
Develop, implement, modify, and document recordkeeping and accounting systems, making use of current computer technology.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 55% | +4.4 |
Report to management regarding the finances of establishment.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 55% | +3.9 |
Inspect account books and accounting systems for efficiency, effectiveness, and use of accepted accounting procedures to record transactions.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 55% | +3.9 |
Prepare adjusting journal entries.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Review accounts for discrepancies and reconcile differences.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Establish tables of accounts and assign entries to proper accounts.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. | 38% | 28% | +10.6 |
| Total | 100% | 35% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- ledger entries
- close accounts
- reconcile banks
- accounting department processes
- financial department processes
- economics
- corporate law
- accounting
- inspect tax returns
- control financial resources
Sources for this job· O*NET 13-2011.00· ESCO/ISCO 2411