Skill Demand Index
Data Fluency & Recommendations — Demand & Depth Analysis
Based on 1 scored job postings out of 4,995 total. Depth levels reflect actual proficiency tiers, not just keyword presence.
0%
Demand Rate
L4
Median Depth
0%
Gap Rate
1
Jobs Analyzed
Advanced
Most employers want Data Fluency & Recommendations at lead-level proficiency, not surface awareness.
Overview
What is Data Fluency & Recommendations?
Market context for Data Fluency & Recommendations in the current job market
Data Fluency & Recommendations is required in 0% of scored job postings on ShouldApply, making it a growing skill in the current job market. Employers looking for Data Fluency & Recommendations typically want candidates who can demonstrate real proficiency, not just surface awareness.
What the data shows for Data Fluency & Recommendations:
- •Required in 0% of all scored postings — demand is growing as more employers add it to requirements
- •Employers typically expect L4 depth — architect-level, not just familiarity
- •Most demand comes from Marketing roles — 100% of all Data Fluency & Recommendations 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 Fluency & Recommendations on their team.
This means employers aren't looking for someone who has used Data Fluency & Recommendations 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 Fluency & Recommendations proficiency. To stand out, aim for L4-L5 depth with concrete evidence.
Which roles need Data Fluency & Recommendations most:
Marketing positions drive 100% of demand. Skills commonly paired with Data Fluency & Recommendations include Digital Marketing and Bachelor's Degree.
Depth Level Distribution
Proficiency Distribution
How candidates match Data Fluency & Recommendations requirements across 1 scored evaluations
Average depth: L4.0·Median depth: L4.0
Salary Correlation
Pay Impact
How Data Fluency & Recommendations affects compensation based on postings with disclosed salary data
Without Data Fluency & Recommendations
$140K
Median $133K
1235 jobs
Skill Demand Insight
“Data Fluency & Recommendations appears in 0% of all scored jobs.”
From 1 scored job postings
Skill Pairings
Commonly Paired Skills
Other skills that frequently appear alongside Data Fluency & Recommendations
Role Breakdown
Top Role Categories
Job categories most likely to require Data Fluency & Recommendations
Gap Analysis
Gap Rate Explained
How often Data Fluency & Recommendations is identified as a skill gap (L0–L1) in scored applications
Very low gap rate — candidates generally have this skill
When Data Fluency & Recommendations appears in a job's requirements, 0% of scored applicants received an L0 or L1 (missing or minimal).
Frequently Asked Questions
See how you stack up against Data Fluency & Recommendations job requirements
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