Automation index
How much of a Kayak guide’s job can AI already do?
A flow report comes earlier. Taking the group without flipping in the rapid do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Kayak guide
19%
AI can already do 19% of this job.
#497 / 633
View rankingKayak 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 |
|---|---|---|---|
Flow, kit and the briefing.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 32% | +5.1 |
Water, the novice and the one who flips.EstimateNo public source provides a precise figure. This is our estimate. | 22% | 8% | +1.8 |
Rescue, the rope and not losing anyone.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Rapid, the yes or no and aborting.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
The cold, the wetsuit and not pushing the grade.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Without flipping the group, and whole to the take-out.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
- flow
- river rescue
- rapids
- wetsuit
- kayak novices
- rope
- river briefing
- flip
Sources for this job· O*NET 39-7011.00· ESCO/ISCO 5113
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