Skill Demand Index
Python/PySpark — 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
L3
Median Depth
0%
Gap Rate
3
Jobs Analyzed
Proficient
Most employers want Python/PySpark at hands-on daily use, not textbook knowledge.
Overview
What is Python/PySpark?
Market context for Python/PySpark in the current job market
Python/PySpark is required in 0.1% of scored job postings on ShouldApply, making it a growing skill in the current job market. Employers looking for Python/PySpark typically want candidates who can demonstrate real proficiency, not just surface awareness.
What the data shows for Python/PySpark:
- •Required in 0.1% of all scored postings — demand is growing as more employers add it to requirements
- •Employers typically expect L3 depth — hands-on proficiency, not surface awareness
- •Most demand comes from Software Engineering roles — 100% of all Python/PySpark jobs
What L3 means in practice:
L3 (Proficient) means daily professional use. You should be able to work independently with Python/PySpark without needing supervision or constant guidance.
This means employers aren't looking for someone who has used Python/PySpark 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 Python/PySpark proficiency. To stand out, aim for L4-L5 depth with concrete evidence.
Which roles need Python/PySpark most:
Software Engineering positions drive 100% of demand. Skills commonly paired with Python/PySpark include SQL and Bachelor's Degree.
Depth Level Distribution
Proficiency Distribution
How candidates match Python/PySpark requirements across 3 scored evaluations
Average depth: L3.3·Median depth: L3.0
Salary Correlation
Pay Impact
How Python/PySpark affects compensation based on postings with disclosed salary data
Without Python/PySpark
$141K
Median $133K
1208 jobs
Skill Demand Insight
“Python/PySpark appears in 0.1% of all scored jobs.”
From 3 scored job postings
Skill Pairings
Commonly Paired Skills
Other skills that frequently appear alongside Python/PySpark
67%
co-occurrence
67%
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 Python/PySpark
Gap Analysis
Gap Rate Explained
How often Python/PySpark is identified as a skill gap (L0–L1) in scored applications
Very low gap rate — candidates generally have this skill
When Python/PySpark 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 Python/PySpark job requirements
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Analyze my Python/PySpark gaps →See how your depth compares to what employers actually require
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