Skill Demand Index
Data Analysis & Insights — Demand & Depth Analysis
Based on 15 scored job postings out of 4,250 total. Depth levels reflect actual proficiency tiers, not just keyword presence.
0.4%
Demand Rate
L4
Median Depth
0%
Gap Rate
15
Jobs Analyzed
Advanced
Most employers want Data Analysis & Insights at lead-level proficiency, not surface awareness.
Overview
What is Data Analysis & Insights?
Market context for Data Analysis & Insights in the current job market
Data Analysis & Insights is required in 0.4% of scored job postings on ShouldApply, making it a growing skill in the current job market. Employers looking for Data Analysis & Insights typically want candidates who can demonstrate real proficiency, not just surface awareness.
What the data shows for Data Analysis & Insights:
- •Required in 0.4% 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 Data Analysis roles — 40% of all Data Analysis & Insights jobs
- •Median salary for roles requiring Data Analysis & Insights: $122K vs $132K for roles that don't — a comparable difference
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 & Insights on their team.
This means employers aren't looking for someone who has used Data Analysis & Insights 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 0% means most candidates have adequate Data Analysis & Insights proficiency. To stand out, aim for L4-L5 depth with concrete evidence.
Which roles need Data Analysis & Insights most:
Data Analysis positions drive 40% of demand. Other and Marketing also frequently list Data Analysis & Insights as a requirement. Skills commonly paired with Data Analysis & Insights include Bachelor's degree and Project Management.
Depth Level Distribution
Proficiency Distribution
How candidates match Data Analysis & Insights requirements across 15 scored evaluations
Average depth: L4.0·Median depth: L4.0
Salary Correlation
Pay Impact
How Data Analysis & Insights affects compensation based on postings with disclosed salary data
With Data Analysis & Insights
$140K
Median $122K
5 jobs
Without Data Analysis & Insights
$140K
Median $132K
1146 jobs
Similar pay with or without this skill
Skill Demand Insight
“Data Analysis & Insights appears in 0.4% of all scored jobs.”
From 15 scored job postings
Skill Pairings
Commonly Paired Skills
Other skills that frequently appear alongside Data Analysis & Insights
Role Breakdown
Top Role Categories
Job categories most likely to require Data Analysis & Insights
Gap Analysis
Gap Rate Explained
How often Data Analysis & Insights is identified as a skill gap (L0–L1) in scored applications
Very low gap rate — candidates generally have this skill
When Data Analysis & Insights appears in a job's requirements, 0% of scored applicants received an L0 or L1 (missing or minimal).
Frequently Asked Questions
Is Data Analysis & Insights in demand in 2026?
Yes. Data Analysis & Insights appears in 0.4% of scored job postings on ShouldApply, making it a growing skill in the current market. Based on 15 analyzed jobs, demand is steady across multiple role types.
What level of Data Analysis & Insights 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 & Insights increase salary?
Jobs requiring Data Analysis & Insights pay +$0K more on average. The impact varies by role and location.
What other skills pair with Data Analysis & Insights?
The most common pairings are Bachelor's degree, Project Management, Business Acumen, Dashboard & Reporting, SQL. Strengthening these alongside Data Analysis & Insights improves your fit across more positions.
What roles need Data Analysis & Insights the most?
Top roles: Data Analysis, Other, Marketing, Operations. Data Analysis positions have the highest demand at 40% of all Data Analysis & Insights jobs.
How do I improve my Data Analysis & Insights 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 & Insights job requirements
ShouldApply scores your profile against each skill at the depth level jobs actually need.
Analyze my Data Analysis & Insights gaps →See how your depth compares to what employers actually require
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