Automation index
How much of a Nature guide’s job can AI already do?
A species card comes earlier. Actually looking without leaving litter do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Nature guide
22%
AI can already do 22% of this job.
#337 / 623
View rankingNature guide
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 |
|---|---|---|---|
Route, species and the group.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Field, the one who will not quiet and the one who lags.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
Weather, the path and aborting.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Interpret, not reciting and the one who asks.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Capacity, the nest and not getting too close.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 18% | +3.2 |
That they look, and not leaving litter.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
| Total | 100% | 22% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- nature routes
- species
- interpret
- nests
- capacity
- paths
- field groups
- litter
Sources for this job· O*NET 39-7012.00· ESCO/ISCO 5113
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