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Will AI replace SOC Analyst?

AI is changing how SOC Analyst work gets done by accelerating repeatable research, drafting, analysis, and administration. Human value shifts toward judgment, relationships, and responsibility for outcomes.

Curated role model · modeled exposure, not guaranteed job loss
MODERATE TASK EXPOSURE
64%
Estimated share of representative tasks exposed to current AI capabilities.
Task automation shareⓘ
64%Automatable
Automatable64%
Augmentable18%
Hard to automate18%
Based on analysis of representative responsibilities and current AI capability maturity.
Category#
Tech
Engineering & Product
Modeled pay midpoint$
$85,000/yr
Directional estimate — verify locally
Time until impact⌁
2–4 years
Earliest 2027 · widespread 2029–2031
Task-level replaceability ⓘ
Representative tasks ranked from highest to lowest AI exposure.
◇Triage repetitive security alerts74%
⚙Correlate logs across systems65%
▥Draft incident timelines and tickets55%
✦Recognizing genuinely novel attacker behavior12%
✦Making high-stakes escalation decisions8%
Impact timeline ⓘ
How AI assistance may move from early support to wider adoption.
2027Next2029–2031
Early impactAI begins supporting triage repetitive security alerts.
Role reshapingRepeatable tasks become faster and more automated.
Wider adoptionThe role centers more on recognizing genuinely novel attacker behavior.
2–4 yearsdirectional confidence window
HOW AI CHANGES THIS JOBtyping the logic in plain English
01>Start with the real work done by SOC Analyst.
02>AI can help with: Triage repetitive security alerts.
03>If a task is repetitive and easy to check, AI pressure goes up.
04>But a person is still needed for: Recognizing genuinely novel attacker behavior.
05>Likely result: AI is more likely to change this job than remove it.
06>Important: 64% is estimated task exposure—not a 64% chance of losing the job.
What AI can do
Triage repetitive security alertsMEDIUM-HIGH
Correlate logs across systemsMEDIUM-HIGH
Draft incident timelines and ticketsMEDIUM
How estimates work →
Your human moat
◆

Recognizing genuinely novel attacker behavior

MEDIUM-HIGH

Combined with making high-stakes escalation decisions, this keeps a human in the loop.

Strength7.0
Similar-role comparison
RoleRisk
SOC Analyst64%
Product Manager62%
Data Scientist55%
Data Entry Clerk76%
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Why this score?

✓The model evaluates 3 representative core tasks.
✓The role mixes repeatable work with human judgment.
✓Occupation and task language comes from Curated role model.
✓The strongest human advantage is recognizing genuinely novel attacker behavior.
Research basis

Curated representative tasks for a modern role, interpreted with the ILO 2025 exposure framework. Scores are directional estimates.

Read ILO research →
Data: curated role task model · Framework: ILO 2025About this modelShare report
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