Automation index
How much of a SOC analyst’s job can AI already do?
An alert and a playbook come earlier. Calling it an incident and cutting it off in time do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
SOC analyst
28%
AI can already do 28% of this job.
#80 / 623
View rankingSOC analyst
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 |
|---|---|---|---|
Triage, SIEM and the alert playbook.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 52% | +9.4 |
The false positive and the one that is ransomware.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
IOCs, correlation and the ticket.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
24x7 shift, handoff and the note to the CISO.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Contain, isolate and not killing the business.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
Cut it off in time, and not ignoring the awkward alert.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- alert triage
- SIEM
- SOC playbooks
- IOCs
- contain incidents
- 24x7 shift
- ransomware
- event correlation
Sources for this job· O*NET 15-1212.00· ESCO/ISCO 2529
IS WORK OVER?
Lathe operator
26%
#214 / 623
View rankingLathe operator
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 |
|---|---|---|---|
Read the drawing, tolerances and the route card.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Set up, clamp, pick the tool and the origin.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 18% | +3.2 |
Turn, face, thread and finish the part.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 28% | +5 |
Measure, tweak offsets and not scrap the batch.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 36% | +5.8 |
Lathe care, swarf and safety.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Grades, times and liability for the dimension.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 14% | +2.2 |
| Total | 100% | 26% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- turn parts
- set up the lathe
- measure dimensions
- cut threads
- adjust offsets
- read mechanical drawings
- avoid scrap
- pick tools
Sources for this job· O*NET 51-4034.00· ESCO/ISCO 7223