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Data

Data Scientist Skills

Build ML models and extract insights from complex datasets. We analyzed 13+ live job postings to extract the exact hiring matrix for 2026.

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Market Growth
+35% by 2032
Salary Band (US)
$80k–$175k
Dataset
Live Postings
Updated
August 2026

Must-Have Skills

Present in 50%+ of job postings

Critical Baseline
Communication
85%
Problem Solving
77%
Leadership
69%
Python
62%

Important Skills

Present in 25–49% of job postings

Competitive Edge
SQL31%

Nice-to-Have Skills

Specializations and senior differentiators

Pandas23%Statistical Modeling23%Tableau15%Spark15%Teamwork15%Data Analysis15%React8%TypeScript8%Dask8%Docker8%NoSQL8%Data Mining8%Quantitative Analysis8%LLM8%ML8%

Free Resources

Fast.ai Practical Deep Learning
Course
Kaggle Competitions
Practice
StatQuest with Josh Starmer
Video

Skill Verification

Don't just list skills. Prove them. Complete assessments and build your cryptographic Skill Passport to stand out to employers.

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