Skill Demand Index
Based on 1 scored job postings out of 2,449 total. Depth levels reflect actual proficiency tiers, not just keyword presence.
0%
Demand Rate
L5
Median Depth
0%
Gap Rate
1
Jobs Analyzed
Expert
Most employers want Data Sources at architect level, not just familiarity.
Overview
Market context for Data Sources in the current job market
Data Sources is required in 0% of scored job postings on ShouldApply, making it a growing skill in the current job market. Employers looking for Data Sources typically want candidates who can demonstrate real proficiency, not just surface awareness.
What the data shows for Data Sources:
What L5 means in practice:
L5 (Expert) means the employer expects someone who can architect systems around Data Sources, 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 Sources 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 Sources proficiency. To stand out, aim for L4-L5 depth with concrete evidence.
Which roles need Data Sources most:
Data Analysis positions drive 100% of demand. Skills commonly paired with Data Sources include SQL experience and Data Models Design.
Depth Level Distribution
How candidates match Data Sources requirements across 1 scored evaluations
Average depth: L5.0·Median depth: L5.0
Salary Correlation
How Data Sources affects compensation based on postings with disclosed salary data
Without Data Sources
$137K
Median $130K
454 jobs
Skill Demand Insight
“Data Sources appears in 0% of all scored jobs.”
From 1 scored job postings
Skill Pairings
Other skills that frequently appear alongside Data Sources
Role Breakdown
Job categories most likely to require Data Sources
Gap Analysis
How often Data Sources is identified as a skill gap (L0–L1) in scored applications
Very low gap rate — candidates generally have this skill
When Data Sources appears in a job's requirements, 0% of scored applicants received an L0 or L1 (missing or minimal).
Yes. Data Sources appears in 0% of scored job postings on ShouldApply, making it a growing skill in the current market. Based on 1 analyzed jobs, demand is steady across multiple role types.
The median required depth is L5. Most employers want advanced proficiency — candidates who can lead projects and optimize processes.
Salary data for Data Sources is still accumulating.
The most common pairings are SQL experience, Data Models Design, Marketing Data Understanding, Leadership Potential, Data Analysis. Strengthening these alongside Data Sources improves your fit across more positions.
Top roles: Data Analysis. Data Analysis positions have the highest demand at 100% of all Data Sources jobs.
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 Sources job requirements
ShouldApply scores your profile against each skill at the depth level jobs actually need.
Analyze my Data Sources gaps →See how your depth compares to what employers actually require
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