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?
Auditor
35%
#16 / 623
View rankingAuditor
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 |
|---|---|---|---|
Supervise auditing of establishments, and determine scope of investigation required.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 22% | +2.6 |
Analyze business operations, trends, costs, revenues, financial commitments, and obligations to project future revenues and expenses or to provide advice.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 48% | +4.3 |
Develop, implement, modify, and document recordkeeping and accounting systems, making use of current computer technology.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 55% | +4.4 |
Report to management regarding the finances of establishment.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 55% | +3.9 |
Inspect account books and accounting systems for efficiency, effectiveness, and use of accepted accounting procedures to record transactions.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 55% | +3.9 |
Prepare adjusting journal entries.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Review accounts for discrepancies and reconcile differences.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Establish tables of accounts and assign entries to proper accounts.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 38% | 28% | +10.6 |
| Total | 100% | 35% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- ledger entries
- close accounts
- reconcile banks
- accounting department processes
- financial department processes
- economics
- corporate law
- accounting
- inspect tax returns
- control financial resources
Sources for this job· O*NET 13-2011.00· ESCO/ISCO 2411