Automation index
How much of a Battery technician’s job can AI already do?
A BMS comes earlier. Diagnosing the module without setting the bank on fire do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Battery technician
19%
AI can already do 19% of this job.
#537 / 633
View rankingBattery technician
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 |
|---|---|---|---|
BMS, SOH and the log.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 32% | +5.1 |
Module, the imbalance and the one that swells.EstimateNo public source provides a precise figure. This is our estimate. | 22% | 8% | +1.8 |
Shop, isolation and not shorting.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Thermal, the fire and the protocol.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
The vehicle, the warranty and not swapping blind.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
No fire, and the module right.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 12% | +1.7 |
| Total | 100% | 19% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- BMS
- SOH
- modules
- imbalance
- swelling
- isolation
- thermal fire
- battery warranty
Sources for this job· O*NET 17-3023.00· ESCO/ISCO 3113
IS WORK OVER?
Data engineer
31%
#36 / 633
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