Skill Demand Index
Machine Learning/AI/NLP — Demand & Depth Analysis
Based on 2 scored job postings out of 4,995 total. Depth levels reflect actual proficiency tiers, not just keyword presence.
0%
Demand Rate
L3
Median Depth
0%
Gap Rate
2
Jobs Analyzed
Basic
Most employers want Machine Learning/AI/NLP at basic competency with practical application.
Overview
What is Machine Learning/AI/NLP?
Market context for Machine Learning/AI/NLP in the current job market
Machine Learning/AI/NLP is required in 0% of scored job postings on ShouldApply, making it a growing skill in the current job market. Employers looking for Machine Learning/AI/NLP typically want candidates who can demonstrate real proficiency, not just surface awareness.
What the data shows for Machine Learning/AI/NLP:
- •Required in 0% 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 — 100% of all Machine Learning/AI/NLP jobs
What L3 means in practice:
L2 (Basic) means you’ve built small things with Machine Learning/AI/NLP — personal projects or bootcamp work. Employers accept this for junior roles.
This means employers aren't looking for someone who has used Machine Learning/AI/NLP 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 Machine Learning/AI/NLP proficiency. To stand out, aim for L4-L5 depth with concrete evidence.
Which roles need Machine Learning/AI/NLP most:
Data Science / ML positions drive 100% of demand. Skills commonly paired with Machine Learning/AI/NLP include Secret Clearance and Python.
Depth Level Distribution
Proficiency Distribution
How candidates match Machine Learning/AI/NLP requirements across 2 scored evaluations
Average depth: L2.5·Median depth: L2.5
Salary Correlation
Pay Impact
How Machine Learning/AI/NLP affects compensation based on postings with disclosed salary data
Without Machine Learning/AI/NLP
$141K
Median $133K
1234 jobs
Skill Demand Insight
“Machine Learning/AI/NLP appears in 0% of all scored jobs.”
From 2 scored job postings
Skill Pairings
Commonly Paired Skills
Other skills that frequently appear alongside Machine Learning/AI/NLP
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 Machine Learning/AI/NLP
Gap Analysis
Gap Rate Explained
How often Machine Learning/AI/NLP is identified as a skill gap (L0–L1) in scored applications
Very low gap rate — candidates generally have this skill
When Machine Learning/AI/NLP 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 Machine Learning/AI/NLP job requirements
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