Automation index
How much of a Trader’s job can AI already do?
An order book comes earlier. Executing without blowing the price do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Trader
27%
AI can already do 27% of this job.
#190 / 623
View rankingTrader
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 |
|---|---|---|---|
Book, liquidity and the ticket.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 48% | +8.6 |
Execute, slippage and the one who panics.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Limits, risk and not blowing them.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Close, P&L and not hiding the loss.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
The rumour, the news and not chasing.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
Execute clean, and not blowing the price.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
| Total | 100% | 27% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- order book
- slippage
- risk limits
- P&L
- liquidity
- tickets
- the close
- news
Sources for this job· O*NET 41-3031.00· ESCO/ISCO 3311
IS WORK OVER?
Data engineer
31%
#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