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?
Business analyst
39%
#7 / 623
View rankingBusiness 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 |
|---|---|---|---|
Gather and organize information on problems or procedures.EstimateNo public source provides a precise figure. This is our estimate. | 23% | 28% | +6.4 |
Develop and implement records management program for filing, protection, and retrieval of records, and assure compliance with program.EstimateNo public source provides a precise figure. This is our estimate. | 13% | 55% | +7.2 |
Confer with personnel concerned to ensure successful functioning of newly implemented systems or procedures.EstimateNo public source provides a precise figure. This is our estimate. | 13% | 28% | +3.6 |
Analyze data gathered and develop solutions or alternative methods of proceeding.EstimateNo public source provides a precise figure. This is our estimate. | 13% | 48% | +6.2 |
Recommend purchase of storage equipment and design area layout to locate equipment in space available.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Design, evaluate, recommend, and approve changes of forms and reports.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 55% | +3.9 |
Prepare manuals and train workers in use of new forms, reports, procedures or equipment, according to organizational policy.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 55% | +2.8 |
Review forms and reports and confer with management and users about format, distribution, and purpose, identifying problems and improvements.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 55% | +2.8 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
| Total | 100% | 39% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- business analysis
- risk management
- market research
- scientific research methodology
- perform business analysis
- identify undetected organisational needs
- analyse business plans
- interpret financial statements
- conduct quantitative research
- analyse financial performance of a company
Sources for this job· O*NET 13-1111.00· ESCO/ISCO 2421