Skill Demand Index
Data-driven — Demand & Depth Analysis
Based on 4 scored job postings out of 3,786 total. Depth levels reflect actual proficiency tiers, not just keyword presence.
0.1%
Demand Rate
L5
Median Depth
25%
Gap Rate
4
Jobs Analyzed
Expert
Most employers want Data-driven at architect level, not just familiarity.
Overview
What is Data-driven?
Market context for Data-driven in the current job market
Data-driven 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-driven typically want candidates who can demonstrate real proficiency, not just surface awareness.
What the data shows for Data-driven:
- •Required in 0.1% of all scored postings — demand is growing as more employers add it to requirements
- •Employers typically expect L5 depth — architect-level, not just familiarity
- •Most demand comes from Other roles — 50% of all Data-driven jobs
What L5 means in practice:
L5 (Expert) means the employer expects someone who can architect systems around Data-driven, mentor teams, and make strategic decisions. This goes well beyond "I’ve used it before."
This means employers aren't looking for someone who has used Data-driven 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 25% means a notable portion of candidates fall short on Data-driven. Addressing this gap directly in your application materials gives you an edge.
Which roles need Data-driven most:
Other positions drive 50% of demand. Marketing and Product Management also frequently list Data-driven as a requirement. Skills commonly paired with Data-driven include Communication and Problem-Solving.
Depth Level Distribution
Proficiency Distribution
How candidates match Data-driven requirements across 4 scored evaluations
Average depth: L4.0·Median depth: L5.0
Salary Correlation
Pay Impact
How Data-driven affects compensation based on postings with disclosed salary data
Without Data-driven
$139K
Median $130K
978 jobs
Skill Demand Insight
“Data-driven appears in 0.1% of all scored jobs.”
From 4 scored job postings
Skill Pairings
Commonly Paired Skills
Other skills that frequently appear alongside Data-driven
50%
co-occurrence
25%
co-occurrence
25%
co-occurrence
25%
co-occurrence
25%
co-occurrence
25%
co-occurrence
25%
co-occurrence
25%
co-occurrence
Role Breakdown
Top Role Categories
Job categories most likely to require Data-driven
Gap Analysis
Gap Rate Explained
How often Data-driven is identified as a skill gap (L0–L1) in scored applications
Low gap rate — most candidates are reasonably qualified
When Data-driven appears in a job's requirements, 25% of scored applicants received an L0 or L1 (missing or minimal).
Frequently Asked Questions
Is Data-driven in demand in 2026?
Yes. Data-driven appears in 0.1% of scored job postings on ShouldApply, making it a growing skill in the current market. Based on 4 analyzed jobs, demand is steady across multiple role types.
What level of Data-driven do most jobs require?
The median required depth is L5. Most employers want advanced proficiency — candidates who can lead projects and optimize processes.
Does knowing Data-driven increase salary?
Salary data for Data-driven is still accumulating.
What other skills pair with Data-driven?
The most common pairings are Communication, Problem-Solving, Strategic Oversight, Client Success Management, Financial Technology Industry Knowledge. Strengthening these alongside Data-driven improves your fit across more positions.
What roles need Data-driven the most?
Top roles: Other, Marketing, Product Management. Other positions have the highest demand at 50% of all Data-driven jobs.
How do I improve my Data-driven 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-driven job requirements
ShouldApply scores your profile against each skill at the depth level jobs actually need.
Analyze my Data-driven gaps →See how your depth compares to what employers actually require
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