Skill Demand Index
Based on 1 scored job postings out of 2,412 total. Depth levels reflect actual proficiency tiers, not just keyword presence.
0%
Demand Rate
L0
Median Depth
100%
Gap Rate
1
Jobs Analyzed
Minimal
Most employers want PyTorch at introductory awareness.
Overview
Market context for PyTorch in the current job market
PyTorch is required in 0% of scored job postings on ShouldApply, making it a growing skill in the current job market. Employers looking for PyTorch typically want candidates who can demonstrate real proficiency, not just surface awareness.
What the data shows for PyTorch:
What L0 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 PyTorch 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 100% means most applicants lack PyTorch at the depth employers need. This is a real opportunity for candidates who invest in building genuine proficiency.
Which roles need PyTorch most:
Software Engineering positions drive 100% of demand. Skills commonly paired with PyTorch include Communication Skills and Documentation.
Depth Level Distribution
How candidates match PyTorch requirements across 1 scored evaluations
Average depth: L0.0·Median depth: L0.0
Salary Correlation
How PyTorch affects compensation based on postings with disclosed salary data
Without PyTorch
$137K
Median $130K
450 jobs
Skill Demand Insight
“PyTorch appears in 0% of all scored jobs.”
From 1 scored job postings
Skill Pairings
Other skills that frequently appear alongside PyTorch
Role Breakdown
Job categories most likely to require PyTorch
Gap Analysis
How often PyTorch is identified as a skill gap (L0–L1) in scored applications
High gap rate — most candidates are underqualified
When PyTorch appears in a job's requirements, 100% of scored applicants received an L0 or L1 (missing or minimal).
Yes. PyTorch appears in 0% of scored job postings on ShouldApply, making it a growing skill in the current market. Based on 1 analyzed jobs, demand is steady across multiple role types.
The median required depth is L0. Many positions accept basic to intermediate proficiency.
Salary data for PyTorch is still accumulating.
The most common pairings are Communication Skills, Documentation, Start-up Experience, Experiment Shipping End-to-End, LLM Modification. Strengthening these alongside PyTorch improves your fit across more positions.
Top roles: Software Engineering. Software Engineering positions have the highest demand at 100% of all PyTorch jobs.
L1→L2: online courses and personal projects. L2→L3: daily professional use and shipped work. L3→L4: mentoring others and optimizing processes. L4→L5: architecture decisions, open source contributions, or published work.
See how you stack up against PyTorch job requirements
ShouldApply scores your profile against each skill at the depth level jobs actually need.
Analyze my PyTorch gaps →See how your depth compares to what employers actually require
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