Role Intelligence
Data Scientist
Analysis from 92 job postings — 2.5% of all scored jobs
92
Jobs Analyzed
2.5%
Demand Rate
$199K
Avg Salary
$191K
Median Salary
Skill Snapshot
Top Skills for Data Scientist
Based on 92 scored postings
What Does a Data Scientist Do?
Role overview based on 92 scored job postings.
A Data Scientist drives outcomes across SQL, Python, Data Science and related areas. Based on 92 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 51% of postings. Foundational understanding with practical application expected.
- •Python at L2 — required in 40% of postings. Foundational understanding with practical application expected.
- •Data Science at L2 — required in 33% of postings. Foundational understanding with practical application expected.
Required Skills
Skills ranked by frequency across 92 postings. L-levels show the depth employers require.
Salary Insights
Compensation data from 36 postings with disclosed salary.
$199K
Average
$191K
Median
36
Jobs with salary data
Based on 36 Data Scientist job postings with disclosed salary data, compensation averages $199K. The median sits at $191K, indicating a few high-paying outliers pulling the average up. The typical range (25th to 75th percentile) runs $83K to $156K.
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
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View 92+ ListingsFrequently Asked Questions
The top skills for Data Scientist roles are SQL, Python, Data Science, Machine Learning, Data Science Experience. 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 $199K with a median of $191K. Actual compensation varies by location, company size, and experience level.
Data Scientist roles represent 2.5% of all scored jobs on ShouldApply. Common skill gaps include Causal Inference, NLP, Statistical Methods, suggesting many applicants struggle with these areas.
Top hiring companies for Data Scientist roles include Google, SoFi, Pinterest, Walmart, TikTok. 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 92 active postings analyzed and a 2.5% demand rate, Data Scientist roles show emerging market demand. Compensation is competitive, with median salaries above $100K.
See how you match Data Scientist roles
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