Role Intelligence
Data Scientist
Analysis from 116 job postings — 2.3% of all scored jobs
116
Jobs Analyzed
2.3%
Demand Rate
$208K
Avg Salary
$206K
Median Salary
68
Open right now
68
Added last 30 days
25%
Disclose salary
3d
Median posting age
Skill Snapshot
Top Skills for Data Scientist
Based on 116 scored postings
What Does a Data Scientist Do?
Role overview based on 116 scored job postings.
A Data Scientist drives outcomes across SQL, Python, Data Science Experience and related areas. Based on 116 scored postings, this role requires a mix of technical and strategic skills at varying depth levels.
What employers are looking for:
- •SQL at L3 — required in 36% of postings. Foundational understanding with practical application expected.
- •Python at L2 — required in 22% of postings. Foundational understanding with practical application expected.
- •Data Science Experience at L2 — required in 20% of postings. Foundational understanding with practical application expected.
Required Skills
Skills ranked by frequency across 116 postings. L-levels show the depth employers require.
Salary Insights
Compensation data from 36 postings with disclosed salary.
$208K
Average
$206K
Median
36
Jobs with salary data
Based on 36 Data Scientist job postings with disclosed salary data, compensation averages $208K. The median sits at $206K, indicating a few high-paying outliers pulling the average up. The typical range (25th to 75th percentile) runs $86K to $159K.
Common Skill Gaps
Skills where applicants most frequently fall short of the required depth.
A gap doesn't mean disqualified. It means you need to address it directly. ShouldApply scores your resume against the actual depth requirements and shows exactly where you fall short, before you apply.
Score My Resume →Top Hiring Companies
Companies with the most active Data Scientist postings in the scored dataset.
Browse Data Scientist Jobs
See live listings and check your fit score before you apply.
View 116+ ListingsFrequently Asked Questions
The top skills for Data Scientist roles are SQL, Python, Data Science Experience, Data Science, Machine Learning. Most positions require these at L3 depth or higher, meaning employers want candidates who can work independently, not just have surface awareness.
Based on 36 job postings with disclosed salary data, the average Data Scientist salary is $208K with a median of $206K. Actual compensation varies by location, company size, and experience level.
Data Scientist roles represent 2.3% of all scored jobs on ShouldApply. Common skill gaps include Causal Inference, Statistical Modeling, Python/R Proficiency, suggesting many applicants struggle with these areas.
Top hiring companies for Data Scientist roles include Google, TikTok, Pinterest, SoFi, Adobe. These companies collectively account for a significant portion of active listings.
ShouldApply rates every skill requirement on a 1-5 depth scale: L1 (Awareness) means you can discuss the concept, L2 (Basic) means simple tasks, L3 (Intermediate) means independent work, L4 (Advanced) means leading and optimizing, and L5 (Expert) means architecting solutions. This goes beyond keyword matching to measure actual proficiency fit.
With 116 active postings analyzed and a 2.3% demand rate, Data Scientist roles show emerging market demand. Compensation is competitive, with median salaries above $100K.
See how you match Data Scientist roles
ShouldApply scores each job against your profile and flags gaps before you apply.
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