Skill Demand Index
Data manipulations — Demand & Depth Analysis
Based on 1 scored job postings out of 4,698 total. Depth levels reflect actual proficiency tiers, not just keyword presence.
0%
Demand Rate
L3
Median Depth
0%
Gap Rate
1
Jobs Analyzed
Proficient
Most employers want Data manipulations at hands-on daily use, not textbook knowledge.
Overview
What is Data manipulations?
Market context for Data manipulations in the current job market
Data manipulations is required in 0% of scored job postings on ShouldApply, making it a growing skill in the current job market. Employers looking for Data manipulations typically want candidates who can demonstrate real proficiency, not just surface awareness.
What the data shows for Data manipulations:
- •Required in 0% of all scored postings — demand is growing as more employers add it to requirements
- •Employers typically expect L3 depth — hands-on proficiency, not surface awareness
- •Most demand comes from Other roles — 100% of all Data manipulations jobs
What L3 means in practice:
L3 (Proficient) means daily professional use. You should be able to work independently with Data manipulations without needing supervision or constant guidance.
This means employers aren't looking for someone who has used Data manipulations 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 manipulations proficiency. To stand out, aim for L4-L5 depth with concrete evidence.
Which roles need Data manipulations most:
Other positions drive 100% of demand. Skills commonly paired with Data manipulations include Problem-Solving and SQL Proficiency.
Depth Level Distribution
Proficiency Distribution
How candidates match Data manipulations requirements across 1 scored evaluations
Average depth: L3.0·Median depth: L3.0
Salary Correlation
Pay Impact
How Data manipulations affects compensation based on postings with disclosed salary data
Without Data manipulations
$140K
Median $132K
1265 jobs
Skill Demand Insight
“Data manipulations appears in 0% of all scored jobs.”
From 1 scored job postings
Skill Pairings
Commonly Paired Skills
Other skills that frequently appear alongside Data manipulations
Role Breakdown
Top Role Categories
Job categories most likely to require Data manipulations
Gap Analysis
Gap Rate Explained
How often Data manipulations is identified as a skill gap (L0–L1) in scored applications
Very low gap rate — candidates generally have this skill
When Data manipulations appears in a job's requirements, 0% of scored applicants received an L0 or L1 (missing or minimal).
Frequently Asked Questions
Is Data manipulations in demand in 2026?
Yes. Data manipulations 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.
What level of Data manipulations do most jobs require?
The median required depth is L3. Most roles expect intermediate competency — independent work without supervision.
Does knowing Data manipulations increase salary?
Salary data for Data manipulations is still accumulating.
What other skills pair with Data manipulations?
The most common pairings are Problem-Solving, SQL Proficiency, Base SAS 9.4 proficiency, ETL proficiency, Relevant Work Experience. Strengthening these alongside Data manipulations improves your fit across more positions.
What roles need Data manipulations the most?
Top roles: Other. Other positions have the highest demand at 100% of all Data manipulations jobs.
How do I improve my Data manipulations 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 manipulations job requirements
ShouldApply scores your profile against each skill at the depth level jobs actually need.
Analyze my Data manipulations gaps →See how your depth compares to what employers actually require
All Skills · Roles · Companies · Browse Jobs