Skill Demand Index
Scientific Computing and Software Systems — Demand & Depth Analysis
Based on 2 scored job postings out of 3,786 total. Depth levels reflect actual proficiency tiers, not just keyword presence.
0.1%
Demand Rate
L2
Median Depth
50%
Gap Rate
2
Jobs Analyzed
Minimal
Most employers want Scientific Computing and Software Systems at introductory awareness.
Overview
What is Scientific Computing and Software Systems?
Market context for Scientific Computing and Software Systems in the current job market
Scientific Computing and Software Systems is required in 0.1% of scored job postings on ShouldApply, making it a growing skill in the current job market. Employers looking for Scientific Computing and Software Systems typically want candidates who can demonstrate real proficiency, not just surface awareness.
What the data shows for Scientific Computing and Software Systems:
- •Required in 0.1% of all scored postings — demand is growing as more employers add it to requirements
- •Employers typically expect L2 depth — foundational knowledge with practical application
- •Most demand comes from Data Science / ML roles — 100% of all Scientific Computing and Software Systems jobs
What L2 means in practice:
L1 (Minimal) means you can discuss the concept but haven’t used it in production. Many entry-level positions accept this.
This means employers aren't looking for someone who has used Scientific Computing and Software Systems 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 50% means most applicants lack Scientific Computing and Software Systems at the depth employers need. This is a real opportunity for candidates who invest in building genuine proficiency.
Which roles need Scientific Computing and Software Systems most:
Data Science / ML positions drive 100% of demand. Skills commonly paired with Scientific Computing and Software Systems include AI Assurance, Security, & Evaluation and Business Development.
Depth Level Distribution
Proficiency Distribution
How candidates match Scientific Computing and Software Systems requirements across 2 scored evaluations
Average depth: L1.5·Median depth: L1.5
Salary Correlation
Pay Impact
How Scientific Computing and Software Systems affects compensation based on postings with disclosed salary data
Without Scientific Computing and Software Systems
$139K
Median $130K
979 jobs
Skill Demand Insight
“Scientific Computing and Software Systems appears in 0.1% of all scored jobs.”
From 2 scored job postings
Skill Pairings
Commonly Paired Skills
Other skills that frequently appear alongside Scientific Computing and Software Systems
100%
co-occurrence
50%
co-occurrence
50%
co-occurrence
50%
co-occurrence
50%
co-occurrence
50%
co-occurrence
50%
co-occurrence
50%
co-occurrence
Role Breakdown
Top Role Categories
Job categories most likely to require Scientific Computing and Software Systems
Gap Analysis
Gap Rate Explained
How often Scientific Computing and Software Systems is identified as a skill gap (L0–L1) in scored applications
Moderate gap rate — many candidates lack this skill
When Scientific Computing and Software Systems appears in a job's requirements, 50% of scored applicants received an L0 or L1 (missing or minimal).
Frequently Asked Questions
Is Scientific Computing and Software Systems in demand in 2026?
Yes. Scientific Computing and Software Systems appears in 0.1% of scored job postings on ShouldApply, making it a growing skill in the current market. Based on 2 analyzed jobs, demand is steady across multiple role types.
What level of Scientific Computing and Software Systems do most jobs require?
The median required depth is L2. Many positions accept basic to intermediate proficiency.
Does knowing Scientific Computing and Software Systems increase salary?
Salary data for Scientific Computing and Software Systems is still accumulating.
What other skills pair with Scientific Computing and Software Systems?
The most common pairings are AI Assurance, Security, & Evaluation, Business Development, Machine Learning/Deep Learning, PhD in science or engineering, Generative AI and Foundation Models. Strengthening these alongside Scientific Computing and Software Systems improves your fit across more positions.
What roles need Scientific Computing and Software Systems the most?
Top roles: Data Science / ML. Data Science / ML positions have the highest demand at 100% of all Scientific Computing and Software Systems jobs.
How do I improve my Scientific Computing and Software Systems 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 Scientific Computing and Software Systems job requirements
ShouldApply scores your profile against each skill at the depth level jobs actually need.
Analyze my Scientific Computing and Software Systems gaps →See how your depth compares to what employers actually require
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