Skill Demand Index

Data Analysis Skills — Demand & Depth Analysis

Based on 7 scored job postings out of 4,064 total. Depth levels reflect actual proficiency tiers, not just keyword presence.

0.2%

Demand Rate

L4

Median Depth

14.3%

Gap Rate

7

Jobs Analyzed

L543% of postings

Expert

Most employers want Data Analysis Skills at architect level, not just familiarity.

Overview

What is Data Analysis Skills?

Market context for Data Analysis Skills in the current job market

Data Analysis Skills is required in 0.2% of scored job postings on ShouldApply, making it a growing skill in the current job market. Employers looking for Data Analysis Skills typically want candidates who can demonstrate real proficiency, not just surface awareness.

What the data shows for Data Analysis Skills:

  • Required in 0.2% of all scored postingsdemand is growing as more employers add it to requirements
  • Employers typically expect L4 deptharchitect-level, not just familiarity
  • Most demand comes from Other roles71% of all Data Analysis Skills 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 Skills on their team.

This means employers aren't looking for someone who has used Data Analysis Skills 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 14.3% means most candidates have adequate Data Analysis Skills proficiency. To stand out, aim for L4-L5 depth with concrete evidence.

Which roles need Data Analysis Skills most:

Other positions drive 71% of demand. Marketing also frequently list Data Analysis Skills as a requirement. Skills commonly paired with Data Analysis Skills include Bachelor's Degree and Storytelling.

Depth Level Distribution

Proficiency Distribution

How candidates match Data Analysis Skills requirements across 7 scored evaluations

L0 — Missing
0% (0)
L1 — Minimal
14% (1)
L2 — Basic
0% (0)
L3 — Proficient
14% (1)
L4 — Advanced
29% (2)
L5 — Expert
43% (3)
DOMINANT

Average depth: L3.9·Median depth: L4.0

Salary Correlation

Pay Impact

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

Without Data Analysis Skills

$140K

Median $131K

1099 jobs

Skill Demand Insight

Data Analysis Skills appears in 0.2% of all scored jobs.”

From 7 scored job postings

Skill Pairings

Commonly Paired Skills

Other skills that frequently appear alongside Data Analysis Skills

Role Breakdown

Top Role Categories

Job categories most likely to require Data Analysis Skills

1Other
71%

Gap Analysis

Gap Rate Explained

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

14.3%

Low gap rate — most candidates are reasonably qualified

When Data Analysis Skills appears in a job's requirements, 14.3% 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 Skills in demand in 2026?

Yes. Data Analysis Skills appears in 0.2% 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 Skills 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 Skills increase salary?

Salary data for Data Analysis Skills is still accumulating.

What other skills pair with Data Analysis Skills?

The most common pairings are Bachelor's Degree, Storytelling, Marketing Data Experience, Custom Insights Experience, Laboratory Operations Knowledge. Strengthening these alongside Data Analysis Skills improves your fit across more positions.

What roles need Data Analysis Skills the most?

Top roles: Other, Marketing. Other positions have the highest demand at 71% of all Data Analysis Skills jobs.

How do I improve my Data Analysis Skills 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 Skills job requirements

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