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?
Radiologist
31%
#39 / 623
View rankingRadiologist
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 comprehensive interpretive reports of findings.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 55% | +6.6 |
Perform or interpret the outcomes of diagnostic imaging procedures including magnetic resonance imaging (MRI), computer tomography (CT), positron emission tomography (PET), nuclear cardiology treadmill studies, mammography, or ultrasound.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Review or transmit images and information using picture archiving or communications systems.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Obtain patients' histories from electronic records, patient interviews, dictated reports, or by communicating with referring clinicians.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 12% | +1.3 |
Document the performance, interpretation, or outcomes of all procedures performed.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 55% | +4.4 |
Communicate examination results or diagnostic information to referring physicians, patients, or families.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Develop or monitor procedures to ensure adequate quality control of images.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Confer with medical professionals regarding image-based diagnoses.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. | 27% | 28% | +7.6 |
| Total | 100% | 31% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- manage research data
- operate open source software
- demonstrate disciplinary expertise
- think abstractly
- manage personal professional development
- perform project management
- synthesise information
- develop own practices continuously
- conduct project management
- manage projects
Sources for this job· O*NET 29-1224.00· ESCO/ISCO 2212