Skill Demand Index
AI Assurance, Security, & Evaluation — Demand & Depth Analysis
Based on 2 scored job postings out of 3,786 total. Depth levels reflect actual proficiency tiers, not just keyword presence.
0.1%
Demand Rate
L1
Median Depth
100%
Gap Rate
2
Jobs Analyzed
Minimal
Most employers want AI Assurance, Security, & Evaluation at introductory awareness.
Overview
What is AI Assurance, Security, & Evaluation?
Market context for AI Assurance, Security, & Evaluation in the current job market
AI Assurance, Security, & Evaluation is required in 0.1% of scored job postings on ShouldApply, making it a growing skill in the current job market. Employers looking for AI Assurance, Security, & Evaluation typically want candidates who can demonstrate real proficiency, not just surface awareness.
What the data shows for AI Assurance, Security, & Evaluation:
- •Required in 0.1% of all scored postings — demand is growing as more employers add it to requirements
- •Employers typically expect L1 depth — foundational knowledge with practical application
- •Most demand comes from Data Science / ML roles — 100% of all AI Assurance, Security, & Evaluation jobs
What L1 means in practice:
L1 (Minimal) means you can discuss the concept but haven’t used it in production. Many entry-level positions accept this.
This means employers aren't looking for someone who has used AI Assurance, Security, & Evaluation once or twice. They want evidence of professional application — shipped work, measurable outcomes, and the ability to operate independently.
Common skill gaps:
The gap rate of 100% means most applicants lack AI Assurance, Security, & Evaluation at the depth employers need. This is a real opportunity for candidates who invest in building genuine proficiency.
Which roles need AI Assurance, Security, & Evaluation most:
Data Science / ML positions drive 100% of demand. Skills commonly paired with AI Assurance, Security, & Evaluation include Scientific Computing and Software Systems and Business Development.
Depth Level Distribution
Proficiency Distribution
How candidates match AI Assurance, Security, & Evaluation requirements across 2 scored evaluations
Average depth: L1.0·Median depth: L1.0
Salary Correlation
Pay Impact
How AI Assurance, Security, & Evaluation affects compensation based on postings with disclosed salary data
Without AI Assurance, Security, & Evaluation
$139K
Median $130K
979 jobs
Skill Demand Insight
“AI Assurance, Security, & Evaluation appears in 0.1% of all scored jobs.”
From 2 scored job postings
Skill Pairings
Commonly Paired Skills
Other skills that frequently appear alongside AI Assurance, Security, & Evaluation
100%
co-occurrence
50%
co-occurrence
50%
co-occurrence
50%
co-occurrence
50%
co-occurrence
50%
co-occurrence
50%
co-occurrence
50%
co-occurrence
Role Breakdown
Top Role Categories
Job categories most likely to require AI Assurance, Security, & Evaluation
Gap Analysis
Gap Rate Explained
How often AI Assurance, Security, & Evaluation is identified as a skill gap (L0–L1) in scored applications
High gap rate — most candidates are underqualified
When AI Assurance, Security, & Evaluation appears in a job's requirements, 100% of scored applicants received an L0 or L1 (missing or minimal).
Frequently Asked Questions
Is AI Assurance, Security, & Evaluation in demand in 2026?
Yes. AI Assurance, Security, & Evaluation appears in 0.1% of scored job postings on ShouldApply, making it a growing skill in the current market. Based on 2 analyzed jobs, demand is steady across multiple role types.
What level of AI Assurance, Security, & Evaluation do most jobs require?
The median required depth is L1. Many positions accept basic to intermediate proficiency.
Does knowing AI Assurance, Security, & Evaluation increase salary?
Salary data for AI Assurance, Security, & Evaluation is still accumulating.
What other skills pair with AI Assurance, Security, & Evaluation?
The most common pairings are Scientific Computing and Software Systems, Business Development, Machine Learning/Deep Learning, PhD in science or engineering, Generative AI and Foundation Models. Strengthening these alongside AI Assurance, Security, & Evaluation improves your fit across more positions.
What roles need AI Assurance, Security, & Evaluation the most?
Top roles: Data Science / ML. Data Science / ML positions have the highest demand at 100% of all AI Assurance, Security, & Evaluation jobs.
How do I improve my AI Assurance, Security, & Evaluation level?
L1→L2: online courses and personal projects. L2→L3: daily professional use and shipped work. L3→L4: mentoring others and optimizing processes. L4→L5: architecture decisions, open source contributions, or published work.
See how you stack up against AI Assurance, Security, & Evaluation job requirements
ShouldApply scores your profile against each skill at the depth level jobs actually need.
Analyze my AI Assurance, Security, & Evaluation gaps →See how your depth compares to what employers actually require
All Skills · Roles · Companies · Browse Jobs