Skill Demand Index
Data Analysis & Tools — Demand & Depth Analysis
Based on 3 scored job postings out of 4,698 total. Depth levels reflect actual proficiency tiers, not just keyword presence.
0.1%
Demand Rate
L4
Median Depth
33.3%
Gap Rate
3
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 L4 depth — architect-level, not just familiarity
- •Most demand comes from Operations roles — 33% of all Data Analysis & Tools jobs
What L4 means in practice:
L4 (Advanced) means solving hard problems, optimizing workflows, and mentoring others. Employers want someone who can be the go-to person for Data Analysis & Tools on their team.
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 33.3% 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:
Operations positions drive 33% of demand. Marketing and Data Analysis also frequently list Data Analysis & Tools as a requirement. Skills commonly paired with Data Analysis & Tools include Bachelor's degree and Strategy & Operations Experience.
Depth Level Distribution
Proficiency Distribution
How candidates match Data Analysis & Tools requirements across 3 scored evaluations
Average depth: L3.3·Median depth: L4.0
Salary Correlation
Pay Impact
How Data Analysis & Tools affects compensation based on postings with disclosed salary data
Without Data Analysis & Tools
$140K
Median $132K
1265 jobs
Skill Demand Insight
“Data Analysis & Tools appears in 0.1% of all scored jobs.”
From 3 scored job postings
Skill Pairings
Commonly Paired Skills
Other skills that frequently appear alongside Data Analysis & Tools
67%
co-occurrence
33%
co-occurrence
33%
co-occurrence
33%
co-occurrence
33%
co-occurrence
33%
co-occurrence
33%
co-occurrence
33%
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, 33.3% of scored applicants received an L0 or L1 (missing or minimal).
Frequently Asked Questions
Is Data Analysis & Tools in demand in 2026?
Yes. Data Analysis & Tools appears in 0.1% of scored job postings on ShouldApply, making it a growing skill in the current market. Based on 3 analyzed jobs, demand is steady across multiple role types.
What level of Data Analysis & Tools do most jobs require?
The median required depth is L4. Most employers want advanced proficiency — candidates who can lead projects and optimize processes.
Does knowing Data Analysis & Tools increase salary?
Salary data for Data Analysis & Tools is still accumulating.
What other skills pair with Data Analysis & Tools?
The most common pairings are Bachelor's degree, Strategy & Operations Experience, Executive Stakeholder Interaction, SQL Proficiency, Management Consulting Experience. Strengthening these alongside Data Analysis & Tools improves your fit across more positions.
What roles need Data Analysis & Tools the most?
Top roles: Operations, Marketing, Data Analysis. Operations positions have the highest demand at 33% of all Data Analysis & Tools jobs.
How do I improve my Data Analysis & Tools level?
L1→L2: online courses and personal projects. L2→L3: daily professional use and shipped work. L3→L4: mentoring others and optimizing processes. L4→L5: architecture decisions, open source contributions, or published work.
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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