Data Modeling — Demand & Depth Analysis

What the data shows for Data Modeling:

• •Required in 0.8% 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 Software Engineering roles — 37% of all Data Modeling jobs
• •Median salary for roles requiring Data Modeling: $123K vs $130K for roles that don't — a $5K 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 31.6% 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:

Software Engineering positions drive 37% of demand. Other also frequently list Data Modeling as a requirement.