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?
Warehouse operator
33%
#24 / 623
View rankingWarehouse operator
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 |
|---|---|---|---|
Record numbers of units handled or moved, using daily production sheets or work tickets.EstimateNo public source provides a precise figure. This is our estimate. | 19% | 55% | +10.5 |
Move freight, stock, or other materials to and from storage or production areas, loading docks, delivery vehicles, ships, or containers, by hand or using trucks, tractors, or other equipment.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 28% | +5 |
Maintain equipment storage areas to ensure that inventory is protected.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 28% | +5 |
Read work orders or receive oral instructions to determine work assignments or material or equipment needs.EstimateNo public source provides a precise figure. This is our estimate. | 15% | 28% | +4.2 |
Sort cargo before loading and unloading.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 28% | +3.9 |
Attach identifying tags to containers or mark them with identifying information.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 28% | +3.4 |
Install protective devices, such as bracing, padding, or strapping, to prevent shifting or damage to items being transported.EstimateNo public source provides a precise figure. This is our estimate. | 4% | 28% | +1.1 |
| Total | 100% | 33% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- products coding system
- operate warehouse record systems
- sort waste
- clean industrial containers
- maintain physical condition of warehouse
- receive goods
- assist in the movement of heavy loads
- stack goods
- use different communication channels
- monitor stock level
Sources for this job· O*NET 53-7062.00· ESCO/ISCO 9333