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?
Research scientist
27%
#139 / 623
View rankingResearch scientist
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 |
|---|---|---|---|
Literature review, figures and drafts.EstimateNo public source provides a precise figure. This is our estimate. | 22% | 48% | +10.6 |
Analysis, code and experiment boards.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 42% | +7.6 |
Design the study and the controls.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Run the experiment or the fieldwork.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
Lead a group, theses and authorship fights.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 15% | +2.1 |
Win funding and answer reviewers.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 16% | +2.2 |
| Total | 100% | 27% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Literature review, figures and drafts
- Analysis, code and experiment boards
- Design the study and the controls
- Run the experiment or the fieldwork
- Lead a group, theses and authorship fights
- Win funding and answer reviewers
- cientifico
- investigador
- research scientist
Sources for this job· O*NET 19-1029.00· ESCO/ISCO 2131