Skill Demand Index

Data Analytics Experience — Demand & Depth Analysis

Based on 13 scored job postings out of 3,786 total. Depth levels reflect actual proficiency tiers, not just keyword presence.

0.3%

Demand Rate

L4

Median Depth

7.7%

Gap Rate

13

Jobs Analyzed

L331% of postings

Proficient

Most employers want Data Analytics Experience at hands-on daily use, not textbook knowledge.

Overview

What is Data Analytics Experience?

Market context for Data Analytics Experience in the current job market

Data Analytics 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 Analytics Experience typically want candidates who can demonstrate real proficiency, not just surface awareness.

What the data shows for Data Analytics Experience:

  • Required in 0.3% 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 Data Analysis roles62% of all Data Analytics Experience jobs
  • Median salary for roles requiring Data Analytics Experience: $165K vs $130K for roles that don't — a $15K 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 Analytics Experience on their team.

This means employers aren't looking for someone who has used Data Analytics 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 7.7% means most candidates have adequate Data Analytics Experience proficiency. To stand out, aim for L4-L5 depth with concrete evidence.

Which roles need Data Analytics Experience most:

Data Analysis positions drive 62% of demand. Other and Data Science / ML also frequently list Data Analytics Experience as a requirement. Skills commonly paired with Data Analytics Experience include SQL and Bachelor's Degree.

Depth Level Distribution

Proficiency Distribution

How candidates match Data Analytics Experience requirements across 13 scored evaluations

L0 — Missing
0% (0)
L1 — Minimal
8% (1)
L2 — Basic
8% (1)
L3 — Proficient
31% (4)
DOMINANT
L4 — Advanced
31% (4)
L5 — Expert
23% (3)

Average depth: L3.5·Median depth: L4.0

Salary Correlation

Pay Impact

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

With Data Analytics Experience

$154K

Median $165K

5 jobs

Without Data Analytics Experience

$139K

Median $130K

974 jobs

$15K higher

for roles requiring Data Analytics Experience

Skill Demand Insight

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

From 13 scored job postings

Skill Pairings

Commonly Paired Skills

Other skills that frequently appear alongside Data Analytics Experience

Role Breakdown

Top Role Categories

Job categories most likely to require Data Analytics Experience

Gap Analysis

Gap Rate Explained

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

7.7%

Very low gap rate — candidates generally have this skill

When Data Analytics Experience appears in a job's requirements, 7.7% 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 Analytics Experience in demand in 2026?

Yes. Data Analytics Experience appears in 0.3% of scored job postings on ShouldApply, making it a growing skill in the current market. Based on 13 analyzed jobs, demand is steady across multiple role types.

What level of Data Analytics Experience 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 Analytics Experience increase salary?

Jobs requiring Data Analytics Experience pay +$15K more on average. This salary premium makes it a high-value skill to develop.

What other skills pair with Data Analytics Experience?

The most common pairings are SQL, Bachelor's Degree, SQL, Python, Complex SQL Queries, FinTech, Banking, Financial Services Experience, Understanding of IT / BP SOX, ICFR and COSO. Strengthening these alongside Data Analytics Experience improves your fit across more positions.

What roles need Data Analytics Experience the most?

Top roles: Data Analysis, Other, Data Science / ML. Data Analysis positions have the highest demand at 62% of all Data Analytics Experience jobs.

How do I improve my Data Analytics 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.

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