Skill Demand Index
Data Analysis and Reporting — Demand & Depth Analysis
Based on 7 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
0%
Gap Rate
7
Jobs Analyzed
Advanced
Most employers want Data Analysis and Reporting at lead-level proficiency, not surface awareness.
Overview
What is Data Analysis and Reporting?
Market context for Data Analysis and Reporting in the current job market
Data Analysis and Reporting 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 and Reporting typically want candidates who can demonstrate real proficiency, not just surface awareness.
What the data shows for Data Analysis and Reporting:
- •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 Marketing roles — 57% of all Data Analysis and Reporting 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 and Reporting on their team.
This means employers aren't looking for someone who has used Data Analysis and Reporting 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 and Reporting proficiency. To stand out, aim for L4-L5 depth with concrete evidence.
Which roles need Data Analysis and Reporting most:
Marketing positions drive 57% of demand. Other and HR / Recruiting also frequently list Data Analysis and Reporting as a requirement. Skills commonly paired with Data Analysis and Reporting include Cross-functional Collaboration and eCommerce Initiatives Management.
Depth Level Distribution
Proficiency Distribution
How candidates match Data Analysis and Reporting requirements across 7 scored evaluations
Average depth: L4.1·Median depth: L4.0
Salary Correlation
Pay Impact
How Data Analysis and Reporting affects compensation based on postings with disclosed salary data
Without Data Analysis and Reporting
$140K
Median $132K
1265 jobs
Skill Demand Insight
“Data Analysis and Reporting appears in 0.1% of all scored jobs.”
From 7 scored job postings
Skill Pairings
Commonly Paired Skills
Other skills that frequently appear alongside Data Analysis and Reporting
29%
co-occurrence
14%
co-occurrence
14%
co-occurrence
14%
co-occurrence
14%
co-occurrence
14%
co-occurrence
14%
co-occurrence
14%
co-occurrence
Role Breakdown
Top Role Categories
Job categories most likely to require Data Analysis and Reporting
Gap Analysis
Gap Rate Explained
How often Data Analysis and Reporting is identified as a skill gap (L0–L1) in scored applications
Very low gap rate — candidates generally have this skill
When Data Analysis and Reporting appears in a job's requirements, 0% of scored applicants received an L0 or L1 (missing or minimal).
Frequently Asked Questions
Is Data Analysis and Reporting in demand in 2026?
Yes. Data Analysis and Reporting appears in 0.1% of scored job postings on ShouldApply, making it a growing skill in the current market. Based on 7 analyzed jobs, demand is steady across multiple role types.
What level of Data Analysis and Reporting 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 and Reporting increase salary?
Salary data for Data Analysis and Reporting is still accumulating.
What other skills pair with Data Analysis and Reporting?
The most common pairings are Cross-functional Collaboration, eCommerce Initiatives Management, Project Management, Agile practices, North America e-commerce market. Strengthening these alongside Data Analysis and Reporting improves your fit across more positions.
What roles need Data Analysis and Reporting the most?
Top roles: Marketing, Other, HR / Recruiting. Marketing positions have the highest demand at 57% of all Data Analysis and Reporting jobs.
How do I improve my Data Analysis and Reporting 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 and Reporting job requirements
ShouldApply scores your profile against each skill at the depth level jobs actually need.
Analyze my Data Analysis and Reporting gaps →See how your depth compares to what employers actually require
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