Skill Demand Index
Generative AI & LLMs — Demand & Depth Analysis
Based on 3 scored job postings out of 4,995 total. Depth levels reflect actual proficiency tiers, not just keyword presence.
0.1%
Demand Rate
L1
Median Depth
67%
Gap Rate
3
Jobs Analyzed
Minimal
Most employers want Generative AI & LLMs at introductory awareness.
Overview
What is Generative AI & LLMs?
Market context for Generative AI & LLMs in the current job market
Generative AI & LLMs is required in 0.1% of scored job postings on ShouldApply, making it a growing skill in the current job market. Employers looking for Generative AI & LLMs typically want candidates who can demonstrate real proficiency, not just surface awareness.
What the data shows for Generative AI & LLMs:
- •Required in 0.1% of all scored postings — demand is growing as more employers add it to requirements
- •Employers typically expect L1 depth — foundational knowledge with practical application
- •Most demand comes from Software Engineering roles — 67% of all Generative AI & LLMs jobs
What L1 means in practice:
L1 (Minimal) means you can discuss the concept but haven’t used it in production. Many entry-level positions accept this.
This means employers aren't looking for someone who has used Generative AI & LLMs 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 67% means most applicants lack Generative AI & LLMs at the depth employers need. This is a real opportunity for candidates who invest in building genuine proficiency.
Which roles need Generative AI & LLMs most:
Software Engineering positions drive 67% of demand. Data Science / ML also frequently list Generative AI & LLMs as a requirement. Skills commonly paired with Generative AI & LLMs include Expert-level Python and MongoDB.
Depth Level Distribution
Proficiency Distribution
How candidates match Generative AI & LLMs requirements across 3 scored evaluations
Average depth: L1.7·Median depth: L1.0
Salary Correlation
Pay Impact
How Generative AI & LLMs affects compensation based on postings with disclosed salary data
Without Generative AI & LLMs
$140K
Median $133K
1236 jobs
Skill Demand Insight
“Generative AI & LLMs appears in 0.1% of all scored jobs.”
From 3 scored job postings
Skill Pairings
Commonly Paired Skills
Other skills that frequently appear alongside Generative AI & LLMs
33%
co-occurrence
33%
co-occurrence
33%
co-occurrence
33%
co-occurrence
33%
co-occurrence
33%
co-occurrence
33%
co-occurrence
33%
co-occurrence
Role Breakdown
Top Role Categories
Job categories most likely to require Generative AI & LLMs
Gap Analysis
Gap Rate Explained
How often Generative AI & LLMs is identified as a skill gap (L0–L1) in scored applications
High gap rate — most candidates are underqualified
When Generative AI & LLMs appears in a job's requirements, 67% of scored applicants received an L0 or L1 (missing or minimal).
Frequently Asked Questions
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