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?
Barista
28%
#84 / 623
View rankingBarista
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 |
|---|---|---|---|
Prepare or serve hot or cold beverages, such as coffee, espresso drinks, blended coffees, or teas.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Receive and process customer payments.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Take customer orders and convey them to other employees for preparation.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Describe menu items to customers, or suggest products that might appeal to them.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Serve prepared foods, such as muffins, biscotti, or bagels.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Prepare or serve menu items, such as sandwiches or salads.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Clean or sanitize work areas, utensils, or equipment.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Clean service or seating areas.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. | 42% | 28% | +11.8 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- comply with food safety and hygiene
- educate customers on tea varieties
- maintain relationship with customers
- greet guests
- handle customer complaints
- upsell products
- handover the service area
- set up the coffee area
- maintain customer service
- work in a hospitality team
Sources for this job· O*NET 35-3023.01· ESCO/ISCO 5132