Skill Demand Index
Data Automation — 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 Automation at introductory awareness.
Overview
What is Data Automation?
Market context for Data Automation in the current job market
Data Automation is required in 0% of scored job postings on ShouldApply, making it a growing skill in the current job market. Employers looking for Data Automation typically want candidates who can demonstrate real proficiency, not just surface awareness.
What the data shows for Data Automation:
- •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 Analysis roles — 100% of all Data Automation jobs
What L2 means in practice:
L1 (Minimal) means you can discuss the concept but haven’t used it in production. Many entry-level positions accept this.
This means employers aren't looking for someone who has used Data Automation 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 Automation at the depth employers need. This is a real opportunity for candidates who invest in building genuine proficiency.
Which roles need Data Automation most:
Data Analysis positions drive 100% of demand. Skills commonly paired with Data Automation include Computer Science Degree and Analytics Experience.
Depth Level Distribution
Proficiency Distribution
How candidates match Data Automation requirements across 2 scored evaluations
Average depth: L1.5·Median depth: L1.5
Salary Correlation
Pay Impact
How Data Automation affects compensation based on postings with disclosed salary data
Without Data Automation
$141K
Median $133K
1239 jobs
Skill Demand Insight
“Data Automation appears in 0% of all scored jobs.”
From 2 scored job postings
Skill Pairings
Commonly Paired Skills
Other skills that frequently appear alongside Data Automation
Role Breakdown
Top Role Categories
Job categories most likely to require Data Automation
Gap Analysis
Gap Rate Explained
How often Data Automation is identified as a skill gap (L0–L1) in scored applications
Moderate gap rate — many candidates lack this skill
When Data Automation 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 Automation job requirements
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