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 / 633
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?
Prompt engineer
34%
#21 / 633
View rankingPrompt 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 prompts, tools and chains.EstimateNo public source provides a precise figure. This is our estimate. | 24% | 58% | +13.9 |
Evals, datasets and regressions.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 52% | +9.4 |
Integrate with product and safety limits.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Talk to the business about a good output.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Watch hallucinations, bias and cost.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 20% | +2.8 |
Decide what the model gets, and what it does not.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 16% | +1.9 |
| Total | 100% | 34% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Design prompts, tools and chains
- Evals, datasets and regressions
- Integrate with product and safety limits
- Talk to the business about a good output
- Watch hallucinations, bias and cost
- prompt engineer
- ingeniero de prompts
- llm engineer
Sources for this job· O*NET 15-1252.00· ESCO/ISCO 2512