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?
Cashier
30%
#48 / 623
View rankingCashier
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 |
|---|---|---|---|
Receive payment by cash, check, credit cards, vouchers, or automatic debits.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Issue receipts, refunds, credits, or change due to customers.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Greet customers entering establishments.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Answer incoming phone calls.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Establish or identify prices of goods, services, or admission, and tabulate bills, using calculators, cash registers, or optical price scanners.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Compute and record totals of transactions.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 55% | +3.3 |
Request information or assistance, using paging systems.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Answer customers' questions, and provide information on procedures or policies.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 47% | 28% | +13.2 |
| Total | 100% | 30% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- customer service
- operate cash point
- use different communication channels
- apply numeracy skills
- process refunds
- ensure client orientation
- process payments
- provide customer follow-up services
- issue sales invoices
- manage theft prevention
Sources for this job· O*NET 41-2011.00· ESCO/ISCO 5230