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?
CNC machinist
24%
#275 / 623
View rankingCNC machinist
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 |
|---|---|---|---|
Program, simulate and document the cycle.EstimateNo public source provides a precise figure. This is our estimate. | 20% | 45% | +9 |
Work orders, paper metrology and batches.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 32% | +5.1 |
Set up, set zeros and start.EstimateNo public source provides a precise figure. This is our estimate. | 20% | 14% | +2.8 |
Measure, adjust and not break a tool.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Maintenance, swarf and safety.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 16% | +2.2 |
Talk to engineering when the drawing lies.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 15% | +2.1 |
| Total | 100% | 24% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Program, simulate and document the cycle
- Work orders, paper metrology and batches
- Set up, set zeros and start
- Measure, adjust and not break a tool
- Maintenance, swarf and safety
- Talk to engineering when the drawing lies
- cnc
- operario cnc
- fresador
- tornero cnc
Sources for this job· O*NET 51-4041.00· ESCO/ISCO 7223