Skill Demand Index
AI/ML Concepts/Technical Education — Demand & Depth Analysis
Based on 1 scored job postings out of 4,995 total. Depth levels reflect actual proficiency tiers, not just keyword presence.
0%
Demand Rate
L4
Median Depth
0%
Gap Rate
1
Jobs Analyzed
Advanced
Most employers want AI/ML Concepts/Technical Education at lead-level proficiency, not surface awareness.
Overview
What is AI/ML Concepts/Technical Education?
Market context for AI/ML Concepts/Technical Education in the current job market
AI/ML Concepts/Technical Education is required in 0% of scored job postings on ShouldApply, making it a growing skill in the current job market. Employers looking for AI/ML Concepts/Technical Education typically want candidates who can demonstrate real proficiency, not just surface awareness.
What the data shows for AI/ML Concepts/Technical Education:
- •Required in 0% of all scored postings — demand is growing as more employers add it to requirements
- •Employers typically expect L4 depth — architect-level, not just familiarity
- •Most demand comes from Data Science / ML roles — 100% of all AI/ML Concepts/Technical Education jobs
What L4 means in practice:
L4 (Advanced) means solving hard problems, optimizing workflows, and mentoring others. Employers want someone who can be the go-to person for AI/ML Concepts/Technical Education on their team.
This means employers aren't looking for someone who has used AI/ML Concepts/Technical Education 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 0% means most candidates have adequate AI/ML Concepts/Technical Education proficiency. To stand out, aim for L4-L5 depth with concrete evidence.
Which roles need AI/ML Concepts/Technical Education most:
Data Science / ML positions drive 100% of demand. Skills commonly paired with AI/ML Concepts/Technical Education include Program/Project Management and Define & Execute Requirements.
Depth Level Distribution
Proficiency Distribution
How candidates match AI/ML Concepts/Technical Education requirements across 1 scored evaluations
Average depth: L4.0·Median depth: L4.0
Salary Correlation
Pay Impact
How AI/ML Concepts/Technical Education affects compensation based on postings with disclosed salary data
Without AI/ML Concepts/Technical Education
$140K
Median $133K
1236 jobs
Skill Demand Insight
“AI/ML Concepts/Technical Education appears in 0% of all scored jobs.”
From 1 scored job postings
Skill Pairings
Commonly Paired Skills
Other skills that frequently appear alongside AI/ML Concepts/Technical Education
Role Breakdown
Top Role Categories
Job categories most likely to require AI/ML Concepts/Technical Education
Gap Analysis
Gap Rate Explained
How often AI/ML Concepts/Technical Education is identified as a skill gap (L0–L1) in scored applications
Very low gap rate — candidates generally have this skill
When AI/ML Concepts/Technical Education appears in a job's requirements, 0% of scored applicants received an L0 or L1 (missing or minimal).
Frequently Asked Questions
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