Skill Demand Index
Data Scientist Experience — 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
L2
Median Depth
50%
Gap Rate
2
Jobs Analyzed
Minimal
Most employers want Data Scientist Experience at introductory awareness.
Overview
What is Data Scientist Experience?
Market context for Data Scientist Experience in the current job market
Data Scientist Experience is required in 0% of scored job postings on ShouldApply, making it a growing skill in the current job market. Employers looking for Data Scientist Experience typically want candidates who can demonstrate real proficiency, not just surface awareness.
What the data shows for Data Scientist Experience:
- •Required in 0% 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 — 100% of all Data Scientist Experience jobs
What L2 means in practice:
L2 (Basic) means you’ve built small things with Data Scientist Experience — personal projects or bootcamp work. Employers accept this for junior roles.
This means employers aren't looking for someone who has used Data Scientist 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 50% means most applicants lack Data Scientist Experience at the depth employers need. This is a real opportunity for candidates who invest in building genuine proficiency.
Which roles need Data Scientist Experience most:
Data Science / ML positions drive 100% of demand. Skills commonly paired with Data Scientist Experience include Python/R Proficiency and Machine Learning Algorithms.
Depth Level Distribution
Proficiency Distribution
How candidates match Data Scientist Experience requirements across 2 scored evaluations
Average depth: L2.0·Median depth: L2.0
Salary Correlation
Pay Impact
How Data Scientist Experience affects compensation based on postings with disclosed salary data
Without Data Scientist Experience
$141K
Median $133K
1238 jobs
Skill Demand Insight
“Data Scientist Experience appears in 0% of all scored jobs.”
From 2 scored job postings
Skill Pairings
Commonly Paired Skills
Other skills that frequently appear alongside Data Scientist Experience
50%
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 Data Scientist Experience
Gap Analysis
Gap Rate Explained
How often Data Scientist Experience is identified as a skill gap (L0–L1) in scored applications
Moderate gap rate — many candidates lack this skill
When Data Scientist Experience appears in a job's requirements, 50% of scored applicants received an L0 or L1 (missing or minimal).
Frequently Asked Questions
See how you stack up against Data Scientist Experience job requirements
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Analyze my Data Scientist Experience gaps →See how your depth compares to what employers actually require
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