Skill Demand Index
Data Science Experience — Demand & Depth Analysis
Based on 29 scored job postings out of 4,995 total. Depth levels reflect actual proficiency tiers, not just keyword presence.
0.6%
Demand Rate
L2
Median Depth
31%
Gap Rate
29
Jobs Analyzed
Minimal
Most employers want Data Science Experience at introductory awareness.
Overview
What is Data Science Experience?
Market context for Data Science Experience in the current job market
Data Science Experience is required in 0.6% of scored job postings on ShouldApply, making it a growing skill in the current job market. Employers looking for Data Science Experience typically want candidates who can demonstrate real proficiency, not just surface awareness.
What the data shows for Data Science Experience:
- •Required in 0.6% 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 Science / ML roles — 79% of all Data Science Experience jobs
- •Median salary for roles requiring Data Science Experience: $221K vs $133K for roles that don't — a $73K difference
What L2 means in practice:
L2 (Basic) means you’ve built small things with Data Science Experience — personal projects or bootcamp work. Employers accept this for junior roles.
This means employers aren't looking for someone who has used Data Science Experience 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 31% means a notable portion of candidates fall short on Data Science Experience. Addressing this gap directly in your application materials gives you an edge.
Which roles need Data Science Experience most:
Data Science / ML positions drive 79% of demand. Other and Data Analysis also frequently list Data Science Experience as a requirement. Skills commonly paired with Data Science Experience include SQL and Python.
Depth Level Distribution
Proficiency Distribution
How candidates match Data Science Experience requirements across 29 scored evaluations
Average depth: L2.2·Median depth: L2.0
Salary Correlation
Pay Impact
How Data Science Experience affects compensation based on postings with disclosed salary data
With Data Science Experience
$213K
Median $221K
10 jobs
Without Data Science Experience
$140K
Median $133K
1219 jobs
↑ $73K higher
for roles requiring Data Science Experience
Skill Demand Insight
“Data Science Experience appears in 0.6% of all scored jobs.”
From 29 scored job postings
Skill Pairings
Commonly Paired Skills
Other skills that frequently appear alongside Data Science Experience
Role Breakdown
Top Role Categories
Job categories most likely to require Data Science Experience
Gap Analysis
Gap Rate Explained
How often Data Science Experience is identified as a skill gap (L0–L1) in scored applications
Moderate gap rate — many candidates lack this skill
When Data Science Experience appears in a job's requirements, 31% of scored applicants received an L0 or L1 (missing or minimal).
Frequently Asked Questions
See how you stack up against Data Science Experience job requirements
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Analyze my Data Science Experience gaps →See how your depth compares to what employers actually require
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