ATS Resume Checker for Data Analyst
Check your data analyst resume for ATS compatibility. Scan against 51 role-specific keywords, get your ATS score, and see exactly what's missing.
Free scan, no signup needed • 51 data analyst keywords checked • Results in 30 seconds
What does ATS look for in a Data Analyst resume?
Updated March 202622skills is a free ATS resume checker that scans data analyst resumes against job descriptions, checking 51 role-specific keywords across 6 categories. It shows exactly which keywords are missing and provides an ATS compatibility score (0-100%).
ATS systems for data analyst roles screen for SQL proficiency, visualization tools, and analytical methodology keywords. The most important terms include SQL, Excel, Tableau or Power BI, data modeling, and statistical analysis. 22skills checks your data analyst resume against the job posting to identify missing keywords for tools, techniques, and domain-specific analytics skills.
Average Salary
$70,000 - $120,000
Job Growth
30% projected growth (2024-2034)
ATS Keywords Tracked
51
Salary and growth data: U.S. Bureau of Labor Statistics, 2024
Data Analyst ATS Keywords to Check
These are the keywords ATS systems scan for in data analyst resumes. Use 22skills to check which ones your resume is missing.
Core Skills
Visualization Tools
Programming
Business Intelligence
Soft Skills
Certifications
About the Data Analyst Role
Data Analysts transform raw data into actionable business insights. They create reports, dashboards, and visualizations that help organizations make data-driven decisions. The role requires strong SQL skills, visualization expertise, and the ability to communicate findings to non-technical stakeholders.
Key Responsibilities ATS Screens For
- Extract and analyze data from multiple sources
- Create dashboards and visualizations for stakeholders
- Identify trends and patterns in business data
- Write and optimize SQL queries for reporting
- Present findings and recommendations to leadership
- Collaborate with teams to define metrics and KPIs
Data Analyst Career Path
Where Data Analysts Are Hired
Each industry uses different ATS systems and prioritizes different keywords. Tailor your resume to the specific industry and company you're applying to.
Salary range: $70,000 - $120,000 • 30% projected growth (2024-2034)Source: U.S. Bureau of Labor Statistics, Occupational Outlook Handbook 2024
Check your Data Analyst resume now
Paste your resume and a data analyst job description. Get your ATS score and see which of these 51 keywords you're missing.
Get My ATS Score →ATS Tips for Data Analyst Resumes
Highlight specific insights that drove business decisions
Include data volume and complexity you've handled
Mention stakeholder types you've presented to
Quantify the impact of your analyses
How to Write ATS-Friendly Achievement Bullets
Data Analyst resumes need to balance technical keywords with measurable business impact. ATS captures the tool/method names while human reviewers evaluate the outcomes.
Weak (missing keywords):
"Analyzed data and created reports for leadership"
Strong (keyword-rich + measurable):
"Built automated Tableau dashboards using SQL and Python, reducing executive reporting time by 15 hours/week and surfacing $1.2M in cost-saving opportunities"
Common Data Analyst Resume Mistakes That Hurt ATS Scores
Not showing business impact of analyses
Missing visualization and storytelling skills
Ignoring stakeholder communication experience
Failing to quantify data volumes handled
Listing tools without analytical context
Data Analyst ATS Resume Checker FAQ
What ATS keywords should data analysts include on their resume?
Key data analyst ATS keywords include: querying (SQL, Python, R), visualization (Tableau, Power BI, Looker, Google Data Studio), spreadsheets (Excel, Google Sheets, pivot tables, VLOOKUP), statistics (regression analysis, hypothesis testing, A/B testing), tools (dbt, Airflow, BigQuery, Redshift), and skills (data cleaning, ETL, dashboards, reporting, stakeholder presentations).
Is SQL enough for a data analyst ATS check, or do I need Python too?
It depends on the job description. SQL is essential for nearly all data analyst roles and should always be on your resume. Python is increasingly required, especially for senior roles. Check the posting — if it mentions Python, Pandas, or scripting, your resume needs those keywords too. 22skills shows exactly which technical skills the posting requires.
How do I show business impact in an ATS-friendly way?
Combine technical keywords with quantified results. Instead of "Created dashboards," write "Built Tableau dashboards tracking $2M revenue pipeline, reducing reporting time by 60%." ATS captures the keywords (Tableau, dashboards, revenue) while the metrics demonstrate impact to human reviewers.
How do I transition from Excel-heavy experience to modern data tools for ATS?
List both Excel and modern tools to maximize ATS matches: "Migrated team reporting from Excel/VBA to automated Tableau dashboards and dbt-managed SQL pipelines, reducing manual work by 20 hours/week." This captures Excel keywords (for postings that still require it) and modern tool keywords (Tableau, dbt, SQL) simultaneously. Many data analyst roles still list Excel as a requirement even when the team uses more advanced tools.
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About this guide
This Data Analyst ATS keyword guide is maintained by the 22skills team and updated regularly based on analysis of real job postings and ATS screening patterns. Keywords are sourced from active data analyst job descriptions across Finance, Healthcare, Retail, and other industries. Salary and job growth data sourced from the U.S. Bureau of Labor Statistics. Last reviewed: March 2026.
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