aisecurity.llc
The Frankenstein Role
AI Security Engineer role language often bundles five historically separate capability families into one requisition.
Talent and role-design crisis
What this finding measures
AI Security Engineer role language often bundles five historically separate capability families into one requisition.
Use as a primary report finding with methodology caveat.
Role breadth signal
Flagship thesis
Chart targets
- chart_frankenstein_role_distribution
- chart_frankenstein_role_by_industry
- chart_role_archetype_by_industry
- chart_survey_maturity_by_persona
- chart_survey_distinct_discipline
- chart_survey_hardest_skills
- chart_survey_best_background
- chart_survey_discipline_by_persona
- chart_survey_risk_by_persona
Active filters: period=all, industry=all, seniority=all
Evidence charts
Current chart outputs for this finding
Finding Evidence
Frankenstein Role Score Distribution
Distribution of role-breadth pressure across analyzed job descriptions.
Spec title: Frankenstein Role Score Distribution
Chart ID: chart_frankenstein_role_distribution
Source: v_job_score_distribution
Caption: This chart shows how frequently job descriptions exhibit broad cross-domain AI security role language.
Chart caveat: Higher values indicate broader role-specification language, not proof of poor company maturity.
Deck note: Use this chart to introduce role-breadth pressure.
Vertical Benchmarks
Frankenstein Role Score by Industry
Industry-level comparison of role breadth and cross-domain responsibility language.
Spec title: Frankenstein Role Score by Industry
Chart ID: chart_frankenstein_role_by_industry
Source: v_industry_score_benchmarks
Caption: Industries ranked by average Frankenstein Role Score.
Chart caveat: Segment sample sizes vary; smaller industries should be read as directional.
Deck note: Use this chart to tee up vertical subreports.
Role Architecture
Role Family Frankenstein Score by Period
How role breadth pressure evolved across security role families from 2024 to 2026.
Chart ID: chart_role_archetype_by_industry
Source: export.v_chart_ai_security_archetype_bars
Survey Research
Average Program Maturity by Persona
Self-reported AI security program maturity (0–5 scale). Dashed line = developing threshold (2.5).
Chart ID: chart_survey_maturity_by_persona
Source: survey_aggregate.cross_persona.maturity_avg_by_persona
Caption: Program maturity per respondent persona. Hiring managers lowest at 1.8/5 (emerging).
Chart caveat: Self-reported maturity index. Not an independent audit of organizational capability.
Deck note: Maturity scores cluster in emerging-to-developing. Use this to show the structural gap in program delivery.
Survey Research
Is AI Security Engineering a Distinct Discipline?
Cross-persona belief distribution. 57% describe it as Yes or Yes (still immature).
Chart ID: chart_survey_distinct_discipline
Source: survey_aggregate.cross_persona.distinct_discipline
Caption: Practitioner belief about whether AI Security Engineering is its own field.
Chart caveat: Self-reported cross-persona belief. Does not reflect formal organizational recognition.
Deck note: Market recognition is outpacing formal role definition — use this to show the urgency.
Hardest AI Security Skills to Hire (Hiring Managers)
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Preferred Candidate Background (Hiring Managers)
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"Distinct Discipline" Belief — Compared Across Personas
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AI Security Risk Priorities — By Persona
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Recommended actions
What leaders should do next
Browse the full citation library for supporting research and source quotes.
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