Skill Demand Index
Data Analysis & Tools — Demand & Depth Analysis
Based on 5 scored job postings out of 4,995 total. Depth levels reflect actual proficiency tiers, not just keyword presence.
0.1%
Demand Rate
L3
Median Depth
40%
Gap Rate
5
Jobs Analyzed
Minimal
Most employers want Data Analysis & Tools at introductory awareness.
Overview
What is Data Analysis & Tools?
Market context for Data Analysis & Tools in the current job market
Data Analysis & Tools is required in 0.1% of scored job postings on ShouldApply, making it a growing skill in the current job market. Employers looking for Data Analysis & Tools typically want candidates who can demonstrate real proficiency, not just surface awareness.
What the data shows for Data Analysis & Tools:
- •Required in 0.1% of all scored postings — demand is growing as more employers add it to requirements
- •Employers typically expect L3 depth — hands-on proficiency, not surface awareness
- •Most demand comes from Data Analysis roles — 60% of all Data Analysis & Tools jobs
What L3 means in practice:
L3 (Proficient) means daily professional use. You should be able to work independently with Data Analysis & Tools without needing supervision or constant guidance.
This means employers aren't looking for someone who has used Data Analysis & Tools 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 40% means a notable portion of candidates fall short on Data Analysis & Tools. Addressing this gap directly in your application materials gives you an edge.
Which roles need Data Analysis & Tools most:
Data Analysis positions drive 60% of demand. Operations and Marketing also frequently list Data Analysis & Tools as a requirement. Skills commonly paired with Data Analysis & Tools include Bachelor's Degree and Communication Skills.
Depth Level Distribution
Proficiency Distribution
How candidates match Data Analysis & Tools requirements across 5 scored evaluations
Average depth: L2.4·Median depth: L3.0
Salary Correlation
Pay Impact
How Data Analysis & Tools affects compensation based on postings with disclosed salary data
Without Data Analysis & Tools
$140K
Median $133K
1236 jobs
Skill Demand Insight
“Data Analysis & Tools appears in 0.1% of all scored jobs.”
From 5 scored job postings
Skill Pairings
Commonly Paired Skills
Other skills that frequently appear alongside Data Analysis & Tools
100%
co-occurrence
40%
co-occurrence
40%
co-occurrence
20%
co-occurrence
20%
co-occurrence
20%
co-occurrence
20%
co-occurrence
20%
co-occurrence
Role Breakdown
Top Role Categories
Job categories most likely to require Data Analysis & Tools
Gap Analysis
Gap Rate Explained
How often Data Analysis & Tools is identified as a skill gap (L0–L1) in scored applications
Moderate gap rate — many candidates lack this skill
When Data Analysis & Tools appears in a job's requirements, 40% of scored applicants received an L0 or L1 (missing or minimal).
Frequently Asked Questions
See how you stack up against Data Analysis & Tools job requirements
ShouldApply scores your profile against each skill at the depth level jobs actually need.
Analyze my Data Analysis & Tools gaps →See how your depth compares to what employers actually require
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