Role Intelligence
Data Analyst
Analysis from 182 job postings — 4.5% of all scored jobs
182
Jobs Analyzed
4.5%
Demand Rate
$124K
Avg Salary
$122K
Median Salary
Skill Snapshot
Top Skills for Data Analyst
Based on 182 scored postings
What Does a Data Analyst Do?
Role overview based on 182 scored job postings.
A Data Analyst drives outcomes across SQL, Data Analysis, Bachelor's Degree and related areas. Based on 182 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 49% of postings. Foundational understanding with practical application expected.
- •Data Analysis at L3 — required in 41% of postings. Employers want hands-on proficiency, not textbook knowledge.
- •Bachelor's Degree at L5 — required in 14% of postings. Most roles expect independent execution, not just awareness.
Required Skills
Skills ranked by frequency across 182 postings. L-levels show the depth employers require.
Salary Insights
Compensation data from 47 postings with disclosed salary.
$124K
Average
$122K
Median
47
Jobs with salary data
Based on 47 Data Analyst job postings with disclosed salary data, compensation averages $124K. The median sits at $122K, 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 Analyst postings in the scored dataset.
Browse Data Analyst Jobs
See live listings and check your fit score before you apply.
View 182+ ListingsFrequently Asked Questions
The top skills for Data Analyst roles are SQL, Data Analysis, Bachelor's Degree, Python, Power BI. Most positions require these at L3 depth or higher, meaning employers want candidates who can work independently, not just have surface awareness.
Based on 47 job postings with disclosed salary data, the average Data Analyst salary is $124K with a median of $122K. Actual compensation varies by location, company size, and experience level.
Data Analyst roles represent 4.5% of all scored jobs on ShouldApply. Common skill gaps include Python or R, dbt, Healthcare Data Analysis, suggesting many applicants struggle with these areas.
Top hiring companies for Data Analyst roles include Nordstrom, Jobgether, Walmart, Jobs via Dice, Insight Global. 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 182 active postings analyzed and a 4.5% demand rate, Data Analyst roles show emerging market demand. Compensation is competitive, with median salaries above $100K.
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