Skill Demand Index
AI/ML Concepts — Demand & Depth Analysis
Based on 4 scored job postings out of 4,699 total. Depth levels reflect actual proficiency tiers, not just keyword presence.
0.1%
Demand Rate
L4
Median Depth
25%
Gap Rate
4
Jobs Analyzed
Advanced
Most employers want AI/ML Concepts at lead-level proficiency, not surface awareness.
Overview
What is AI/ML Concepts?
Market context for AI/ML Concepts in the current job market
AI/ML Concepts 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/ML Concepts typically want candidates who can demonstrate real proficiency, not just surface awareness.
What the data shows for AI/ML Concepts:
- •Required in 0.1% of all scored postings — demand is growing as more employers add it to requirements
- •Employers typically expect L4 depth — hands-on proficiency, not surface awareness
- •Most demand comes from Data Science / ML roles — 75% of all AI/ML Concepts jobs
What L4 means in practice:
L3 (Proficient) means daily professional use. You should be able to work independently with AI/ML Concepts without needing supervision or constant guidance.
This means employers aren't looking for someone who has used AI/ML Concepts 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 25% means a notable portion of candidates fall short on AI/ML Concepts. Addressing this gap directly in your application materials gives you an edge.
Which roles need AI/ML Concepts most:
Data Science / ML positions drive 75% of demand. Marketing also frequently list AI/ML Concepts as a requirement. Skills commonly paired with AI/ML Concepts include Cross-functional Collaboration and Marketing Operations.
Depth Level Distribution
Proficiency Distribution
How candidates match AI/ML Concepts requirements across 4 scored evaluations
Average depth: L3.0·Median depth: L3.5
Salary Correlation
Pay Impact
How AI/ML Concepts affects compensation based on postings with disclosed salary data
Without AI/ML Concepts
$140K
Median $131K
1266 jobs
Skill Demand Insight
“AI/ML Concepts appears in 0.1% of all scored jobs.”
From 4 scored job postings
Skill Pairings
Commonly Paired Skills
Other skills that frequently appear alongside AI/ML Concepts
50%
co-occurrence
50%
co-occurrence
25%
co-occurrence
25%
co-occurrence
25%
co-occurrence
25%
co-occurrence
25%
co-occurrence
25%
co-occurrence
Role Breakdown
Top Role Categories
Job categories most likely to require AI/ML Concepts
Gap Analysis
Gap Rate Explained
How often AI/ML Concepts is identified as a skill gap (L0–L1) in scored applications
Low gap rate — most candidates are reasonably qualified
When AI/ML Concepts appears in a job's requirements, 25% of scored applicants received an L0 or L1 (missing or minimal).
Frequently Asked Questions
Is AI/ML Concepts in demand in 2026?
Yes. AI/ML Concepts appears in 0.1% of scored job postings on ShouldApply, making it a growing skill in the current market. Based on 4 analyzed jobs, demand is steady across multiple role types.
What level of AI/ML Concepts do most jobs require?
The median required depth is L4. Most roles expect intermediate competency — independent work without supervision.
Does knowing AI/ML Concepts increase salary?
Salary data for AI/ML Concepts is still accumulating.
What other skills pair with AI/ML Concepts?
The most common pairings are Cross-functional Collaboration, Marketing Operations, Social Media Content Creation, Technical Material Translation, Video Editing. Strengthening these alongside AI/ML Concepts improves your fit across more positions.
What roles need AI/ML Concepts the most?
Top roles: Data Science / ML, Marketing. Data Science / ML positions have the highest demand at 75% of all AI/ML Concepts jobs.
How do I improve my AI/ML Concepts 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/ML Concepts job requirements
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Analyze my AI/ML Concepts gaps →See how your depth compares to what employers actually require
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