Skill Demand Index
Data Analysis & Visualization — Demand & Depth Analysis
Based on 5 scored job postings out of 4,699 total. Depth levels reflect actual proficiency tiers, not just keyword presence.
0.1%
Demand Rate
L3
Median Depth
20%
Gap Rate
5
Jobs Analyzed
Proficient
Most employers want Data Analysis & Visualization at hands-on daily use, not textbook knowledge.
Overview
What is Data Analysis & Visualization?
Market context for Data Analysis & Visualization in the current job market
Data Analysis & Visualization 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 & Visualization typically want candidates who can demonstrate real proficiency, not just surface awareness.
What the data shows for Data Analysis & Visualization:
- •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 Marketing roles — 40% of all Data Analysis & Visualization jobs
What L3 means in practice:
L3 (Proficient) means daily professional use. You should be able to work independently with Data Analysis & Visualization without needing supervision or constant guidance.
This means employers aren't looking for someone who has used Data Analysis & Visualization 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 20% means most candidates have adequate Data Analysis & Visualization proficiency. To stand out, aim for L4-L5 depth with concrete evidence.
Which roles need Data Analysis & Visualization most:
Marketing positions drive 40% of demand. Other and Data Analysis also frequently list Data Analysis & Visualization as a requirement. Skills commonly paired with Data Analysis & Visualization include Google Ads & Microsoft Ads and Paid Search Management.
Depth Level Distribution
Proficiency Distribution
How candidates match Data Analysis & Visualization requirements across 5 scored evaluations
Average depth: L2.8·Median depth: L3.0
Salary Correlation
Pay Impact
How Data Analysis & Visualization affects compensation based on postings with disclosed salary data
Without Data Analysis & Visualization
$140K
Median $131K
1264 jobs
Skill Demand Insight
“Data Analysis & Visualization 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 & Visualization
20%
co-occurrence
20%
co-occurrence
20%
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 & Visualization
Gap Analysis
Gap Rate Explained
How often Data Analysis & Visualization is identified as a skill gap (L0–L1) in scored applications
Low gap rate — most candidates are reasonably qualified
When Data Analysis & Visualization appears in a job's requirements, 20% of scored applicants received an L0 or L1 (missing or minimal).
Frequently Asked Questions
Is Data Analysis & Visualization in demand in 2026?
Yes. Data Analysis & Visualization appears in 0.1% of scored job postings on ShouldApply, making it a growing skill in the current market. Based on 5 analyzed jobs, demand is steady across multiple role types.
What level of Data Analysis & Visualization do most jobs require?
The median required depth is L3. Most roles expect intermediate competency — independent work without supervision.
Does knowing Data Analysis & Visualization increase salary?
Salary data for Data Analysis & Visualization is still accumulating.
What other skills pair with Data Analysis & Visualization?
The most common pairings are Google Ads & Microsoft Ads, Paid Search Management, Digital Adv. Campaign Facets, B2B/Agency Experience, Client Management/Presentations. Strengthening these alongside Data Analysis & Visualization improves your fit across more positions.
What roles need Data Analysis & Visualization the most?
Top roles: Marketing, Other, Data Analysis. Marketing positions have the highest demand at 40% of all Data Analysis & Visualization jobs.
How do I improve my Data Analysis & Visualization 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 & Visualization job requirements
ShouldApply scores your profile against each skill at the depth level jobs actually need.
Analyze my Data Analysis & Visualization gaps →See how your depth compares to what employers actually require
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