Skill Demand Index
Data Modeling — Demand & Depth Analysis
Based on 36 scored job postings out of 4,995 total. Depth levels reflect actual proficiency tiers, not just keyword presence.
0.7%
Demand Rate
L2
Median Depth
31%
Gap Rate
36
Jobs Analyzed
Minimal
Most employers want Data Modeling at introductory awareness.
Overview
What is Data Modeling?
Market context for Data Modeling in the current job market
Data Modeling is required in 0.7% of scored job postings on ShouldApply, making it a growing skill in the current job market. Employers looking for Data Modeling typically want candidates who can demonstrate real proficiency, not just surface awareness.
What the data shows for Data Modeling:
- •Required in 0.7% 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 Analysis roles — 36% of all Data Modeling jobs
- •Median salary for roles requiring Data Modeling: $135K vs $133K for roles that don't — a $1K difference
What L2 means in practice:
L2 (Basic) means you’ve built small things with Data Modeling — personal projects or bootcamp work. Employers accept this for junior roles.
This means employers aren't looking for someone who has used Data Modeling 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 Modeling. Addressing this gap directly in your application materials gives you an edge.
Which roles need Data Modeling most:
Data Analysis positions drive 36% of demand. Software Engineering and Other also frequently list Data Modeling as a requirement. Skills commonly paired with Data Modeling include SQL and Data Analysis.
Depth Level Distribution
Proficiency Distribution
How candidates match Data Modeling requirements across 36 scored evaluations
Average depth: L2.3·Median depth: L2.0
Salary Correlation
Pay Impact
How Data Modeling affects compensation based on postings with disclosed salary data
With Data Modeling
$142K
Median $135K
7 jobs
Without Data Modeling
$141K
Median $133K
1222 jobs
↑ $1K higher
for roles requiring Data Modeling
Skill Demand Insight
“Data Modeling appears in 0.7% of all scored jobs.”
From 36 scored job postings
Skill Pairings
Commonly Paired Skills
Other skills that frequently appear alongside Data Modeling
Role Breakdown
Top Role Categories
Job categories most likely to require Data Modeling
Gap Analysis
Gap Rate Explained
How often Data Modeling is identified as a skill gap (L0–L1) in scored applications
Moderate gap rate — many candidates lack this skill
When Data Modeling 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 Modeling job requirements
ShouldApply scores your profile against each skill at the depth level jobs actually need.
Analyze my Data Modeling gaps →See how your depth compares to what employers actually require
All Skills · Roles · Companies · Browse Jobs