Skill Demand Index
AI/ML Concepts — Demand & Depth Analysis
Based on 6 scored job postings out of 4,995 total. Depth levels reflect actual proficiency tiers, not just keyword presence.
0.1%
Demand Rate
L3
Median Depth
17%
Gap Rate
6
Jobs Analyzed
Basic
Most employers want AI/ML Concepts at basic competency with practical application.
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 L3 depth — foundational knowledge with practical application
- •Most demand comes from Data Science / ML roles — 50% of all AI/ML Concepts jobs
What L3 means in practice:
L2 (Basic) means you’ve built small things with AI/ML Concepts — personal projects or bootcamp work. Employers accept this for junior roles.
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 17% means most candidates have adequate AI/ML Concepts proficiency. To stand out, aim for L4-L5 depth with concrete evidence.
Which roles need AI/ML Concepts most:
Data Science / ML positions drive 50% of demand. Other and Marketing also frequently list AI/ML Concepts as a requirement. Skills commonly paired with AI/ML Concepts include Bachelor's Degree and Data Analytics Experience.
Depth Level Distribution
Proficiency Distribution
How candidates match AI/ML Concepts requirements across 6 scored evaluations
Average depth: L2.5·Median depth: L2.5
Salary Correlation
Pay Impact
How AI/ML Concepts affects compensation based on postings with disclosed salary data
Without AI/ML Concepts
$140K
Median $133K
1236 jobs
Skill Demand Insight
“AI/ML Concepts appears in 0.1% of all scored jobs.”
From 6 scored job postings
Skill Pairings
Commonly Paired Skills
Other skills that frequently appear alongside AI/ML Concepts
33%
co-occurrence
33%
co-occurrence
33%
co-occurrence
33%
co-occurrence
33%
co-occurrence
17%
co-occurrence
17%
co-occurrence
17%
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, 17% of scored applicants received an L0 or L1 (missing or minimal).
Frequently Asked Questions
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