Skill Demand Index
Data-Driven Decisions — Demand & Depth Analysis
Based on 5 scored job postings out of 4,698 total. Depth levels reflect actual proficiency tiers, not just keyword presence.
0.1%
Demand Rate
L5
Median Depth
0%
Gap Rate
5
Jobs Analyzed
Expert
Most employers want Data-Driven Decisions at architect level, not just familiarity.
Overview
What is Data-Driven Decisions?
Market context for Data-Driven Decisions in the current job market
Data-Driven Decisions 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 Decisions typically want candidates who can demonstrate real proficiency, not just surface awareness.
What the data shows for Data-Driven Decisions:
- •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 Marketing roles — 40% of all Data-Driven Decisions jobs
What L5 means in practice:
L5 (Expert) means the employer expects someone who can architect systems around Data-Driven Decisions, 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 Decisions 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-Driven Decisions proficiency. To stand out, aim for L4-L5 depth with concrete evidence.
Which roles need Data-Driven Decisions most:
Marketing positions drive 40% of demand. Product Management and Other also frequently list Data-Driven Decisions as a requirement. Skills commonly paired with Data-Driven Decisions include Lifecycle/CRM Experience and Email Marketing.
Depth Level Distribution
Proficiency Distribution
How candidates match Data-Driven Decisions requirements across 5 scored evaluations
Average depth: L4.6·Median depth: L5.0
Salary Correlation
Pay Impact
How Data-Driven Decisions affects compensation based on postings with disclosed salary data
Without Data-Driven Decisions
$139K
Median $131K
1263 jobs
Skill Demand Insight
“Data-Driven Decisions appears in 0.1% of all scored jobs.”
From 5 scored job postings
Skill Pairings
Commonly Paired Skills
Other skills that frequently appear alongside Data-Driven Decisions
Role Breakdown
Top Role Categories
Job categories most likely to require Data-Driven Decisions
Gap Analysis
Gap Rate Explained
How often Data-Driven Decisions is identified as a skill gap (L0–L1) in scored applications
Very low gap rate — candidates generally have this skill
When Data-Driven Decisions appears in a job's requirements, 0% of scored applicants received an L0 or L1 (missing or minimal).
Frequently Asked Questions
Is Data-Driven Decisions in demand in 2026?
Yes. Data-Driven Decisions appears in 0.1% of scored job postings on ShouldApply, making it a growing skill in the current market. Based on 5 analyzed jobs, demand is steady across multiple role types.
What level of Data-Driven Decisions 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 Decisions increase salary?
Salary data for Data-Driven Decisions is still accumulating.
What other skills pair with Data-Driven Decisions?
The most common pairings are Lifecycle/CRM Experience, Email Marketing, Content Creation, Push/In-app Messaging, Compliance (HIPAA). Strengthening these alongside Data-Driven Decisions improves your fit across more positions.
What roles need Data-Driven Decisions the most?
Top roles: Marketing, Product Management, Other. Marketing positions have the highest demand at 40% of all Data-Driven Decisions jobs.
How do I improve my Data-Driven Decisions 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 Decisions job requirements
ShouldApply scores your profile against each skill at the depth level jobs actually need.
Analyze my Data-Driven Decisions gaps →See how your depth compares to what employers actually require
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