Skill Demand Index
AI/ML concepts & tools — Demand & Depth Analysis
Based on 1 scored job postings out of 4,994 total. Depth levels reflect actual proficiency tiers, not just keyword presence.
0%
Demand Rate
L2
Median Depth
0%
Gap Rate
1
Jobs Analyzed
Basic
Most employers want AI/ML concepts & tools at basic competency with practical application.
Overview
What is AI/ML concepts & tools?
Market context for AI/ML concepts & tools in the current job market
AI/ML concepts & tools 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 & tools typically want candidates who can demonstrate real proficiency, not just surface awareness.
What the data shows for AI/ML concepts & tools:
- •Required in 0% of all scored postings — demand is growing as more employers add it to requirements
- •Employers typically expect L2 depth — foundational knowledge with practical application
- •Most demand comes from Data Analysis roles — 100% of all AI/ML concepts & tools jobs
What L2 means in practice:
L2 (Basic) means you’ve built small things with AI/ML concepts & tools — 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 & tools 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 & tools proficiency. To stand out, aim for L4-L5 depth with concrete evidence.
Which roles need AI/ML concepts & tools most:
Data Analysis positions drive 100% of demand. Skills commonly paired with AI/ML concepts & tools include Lead & mentor data team and Bachelor's Degree.
Depth Level Distribution
Proficiency Distribution
How candidates match AI/ML concepts & tools requirements across 1 scored evaluations
Average depth: L2.0·Median depth: L2.0
Salary Correlation
Pay Impact
How AI/ML concepts & tools affects compensation based on postings with disclosed salary data
Without AI/ML concepts & tools
$141K
Median $135K
1338 jobs
Skill Demand Insight
“AI/ML concepts & tools 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 & tools
100%
co-occurrence
100%
co-occurrence
100%
co-occurrence
100%
co-occurrence
100%
co-occurrence
100%
co-occurrence
100%
co-occurrence
Role Breakdown
Top Role Categories
Job categories most likely to require AI/ML concepts & tools
Gap Analysis
Gap Rate Explained
How often AI/ML concepts & tools is identified as a skill gap (L0–L1) in scored applications
Very low gap rate — candidates generally have this skill
When AI/ML concepts & tools appears in a job's requirements, 0% of scored applicants received an L0 or L1 (missing or minimal).
Frequently Asked Questions
See how you stack up against AI/ML concepts & tools job requirements
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