Automation index
How much of a Special-education teacher’s job can AI already do?
An IEP comes earlier. Adapting so they are really in the group do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Special-education teacher
22%
AI can already do 22% of this job.
#349 / 633
View rankingSpecial-education teacher
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 |
|---|---|---|---|
IEP, aims and coordination.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Classroom, support and the one who overflows.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
Family, the report and not selling miracles.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Yard, inclusion and the one left alone.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Staff, resources and fighting for the place.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 18% | +3.2 |
Really in the group, not on paper.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
- IEP
- classroom support
- family reports
- inclusion
- the yard
- resources
- places
- overflow
Sources for this job· O*NET 25-2051.00· ESCO/ISCO 2352
IS WORK OVER?
Penetration tester
26%
#207 / 633
View rankingPenetration tester
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 |
|---|---|---|---|
Recon, scans and enumeration.EstimateNo public source provides a precise figure. This is our estimate. | 20% | 42% | +8.4 |
Write the report, evidence and CVSS.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 38% | +6.8 |
Exploit with judgment and not break the business.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 18% | +3.2 |
Debrief with the client and retest.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 15% | +2.4 |
Choose scope, rules and what is off limits.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 16% | +2.2 |
Research 0-days, labs and keep the craft.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 18% | +2.5 |
| Total | 100% | 25% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Recon, scans and enumeration
- Write the report, evidence and CVSS
- Debrief with the client and retest
- Choose scope, rules and what is off limits
- Research 0-days, labs and keep the craft
- pentester
- ethical hacker
- pentest
Sources for this job· O*NET 15-1212.00· ESCO/ISCO 2529