Skill Demand Index

Data Analysis Experience — Demand & Depth Analysis

Based on 10 scored job postings out of 3,786 total. Depth levels reflect actual proficiency tiers, not just keyword presence.

0.3%

Demand Rate

L3

Median Depth

10%

Gap Rate

10

Jobs Analyzed

L240% of postings

Basic

Most employers want Data Analysis Experience at basic competency with practical application.

Overview

What is Data Analysis Experience?

Market context for Data Analysis Experience in the current job market

Data Analysis Experience is required in 0.3% of scored job postings on ShouldApply, making it a growing skill in the current job market. Employers looking for Data Analysis Experience typically want candidates who can demonstrate real proficiency, not just surface awareness.

What the data shows for Data Analysis Experience:

  • Required in 0.3% of all scored postingsdemand is growing as more employers add it to requirements
  • Employers typically expect L3 depthfoundational knowledge with practical application
  • Most demand comes from Data Analysis roles70% of all Data Analysis Experience jobs

What L3 means in practice:

L2 (Basic) means you’ve built small things with Data Analysis Experience — personal projects or bootcamp work. Employers accept this for junior roles.

This means employers aren't looking for someone who has used Data Analysis Experience 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 10% means most candidates have adequate Data Analysis Experience proficiency. To stand out, aim for L4-L5 depth with concrete evidence.

Which roles need Data Analysis Experience most:

Data Analysis positions drive 70% of demand. Other and HR / Recruiting also frequently list Data Analysis Experience as a requirement. Skills commonly paired with Data Analysis Experience include SQL and Python.

Depth Level Distribution

Proficiency Distribution

How candidates match Data Analysis Experience requirements across 10 scored evaluations

L0 — Missing
0% (0)
L1 — Minimal
10% (1)
L2 — Basic
40% (4)
DOMINANT
L3 — Proficient
30% (3)
L4 — Advanced
20% (2)
L5 — Expert
0% (0)

Average depth: L2.6·Median depth: L2.5

Salary Correlation

Pay Impact

How Data Analysis Experience affects compensation based on postings with disclosed salary data

Without Data Analysis Experience

$139K

Median $130K

977 jobs

Skill Demand Insight

Data Analysis Experience appears in 0.3% of all scored jobs.”

From 10 scored job postings

Skill Pairings

Commonly Paired Skills

Other skills that frequently appear alongside Data Analysis Experience

Role Breakdown

Top Role Categories

Job categories most likely to require Data Analysis Experience

Gap Analysis

Gap Rate Explained

How often Data Analysis Experience is identified as a skill gap (L0–L1) in scored applications

10%

Very low gap rate — candidates generally have this skill

When Data Analysis Experience appears in a job's requirements, 10% of scored applicants received an L0 or L1 (missing or minimal).

A high gap rate signals strong hiring leverage for candidates who have it. A low gap rate means the skill is table stakes: not having it is a disqualifier.

Frequently Asked Questions

Is Data Analysis Experience in demand in 2026?

Yes. Data Analysis Experience appears in 0.3% of scored job postings on ShouldApply, making it a growing skill in the current market. Based on 10 analyzed jobs, demand is steady across multiple role types.

What level of Data Analysis Experience do most jobs require?

The median required depth is L3. Many positions accept basic to intermediate proficiency.

Does knowing Data Analysis Experience increase salary?

Salary data for Data Analysis Experience is still accumulating.

What other skills pair with Data Analysis Experience?

The most common pairings are SQL, Python, Bachelor's Degree, Power BI, Communication Skills. Strengthening these alongside Data Analysis Experience improves your fit across more positions.

What roles need Data Analysis Experience the most?

Top roles: Data Analysis, Other, HR / Recruiting. Data Analysis positions have the highest demand at 70% of all Data Analysis Experience jobs.

How do I improve my Data Analysis Experience 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 Experience job requirements

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