Technology & IT Resume Examples

Data Analyst Resume Example & Writing Guide

Create a data analyst resume that gets interviews. Expert examples with key skills (SQL, Python, Tableau), metrics-driven bullet points, and ATS tips.

ATS-Optimized Expert-Written Updated 2026

Data Analyst Resume Example

Here's a professional data analyst resume example that you can use as a reference. This example highlights the key sections and content that hiring managers look for.

Alex Johnson

Data Analyst

New York, NY | alex.johnson@email.com | (555) 123-4567 | linkedin.com/in/alexjohnson

Professional Summary

Analytical Data Analyst with 4+ years of experience transforming complex datasets into actionable business insights. Expert in SQL, Python, and Tableau with a track record of driving data-informed decisions that increased revenue by 18%. Skilled in statistical analysis, A/B testing, and stakeholder communication.

Work Experience

Senior Data Analyst

2022 – Present

ABC Corporation, New York, NY

  • Analyzed customer behavior data across 5M+ records, identifying patterns that drove a 23% increase in user retention
  • Built 15+ interactive Tableau dashboards used by C-suite executives for quarterly strategic planning
  • Designed and executed A/B tests for 3 product features, resulting in 12% improvement in conversion rates

Data Analyst

2019 – 2022

XYZ Company, Chicago, IL

  • Automated weekly reporting pipeline using Python, saving the team 10+ hours per week on manual data compilation
  • Collaborated with marketing team to optimize ad spend allocation, reducing cost-per-acquisition by 31%

Skills

SQL • Python (Pandas, NumPy) • Tableau • Power BI • Excel (Advanced) • R • Statistical Analysis • A/B Testing • Data Visualization • ETL Processes • Google Analytics • BigQuery • Looker • Jupyter Notebooks • Data Modeling

Education

B.S. in Statistics/Mathematics/Computer Science

M.S. in Data Science/Analytics

Data Analyst Resume Summary Examples

Your resume summary is the first thing hiring managers read. Here's a strong example for adata analyst with 4+ years of experience:

Good Example

Analytical Data Analyst with 4+ years of experience transforming complex datasets into actionable business insights. Expert in SQL, Python, and Tableau with a track record of driving data-informed decisions that increased revenue by 18%. Skilled in statistical analysis, A/B testing, and stakeholder communication.

Avoid This

“Hardworking data analyst looking for a challenging position where I can utilize my skills and experience. I am a team player with excellent communication skills.”

Why the first example works: It includes specific years of experience, quantified achievements, technical skills, and certifications — all things ATS systems and hiring managers look for.

Work Experience Bullet Points

Here are powerful, metrics-driven bullet points for a data analyst resume. Notice how each one starts with an action verb and includes specific numbers:

  • Analyzed customer behavior data across 5M+ records, identifying patterns that drove a 23% increase in user retention
  • Built 15+ interactive Tableau dashboards used by C-suite executives for quarterly strategic planning
  • Designed and executed A/B tests for 3 product features, resulting in 12% improvement in conversion rates
  • Automated weekly reporting pipeline using Python, saving the team 10+ hours per week on manual data compilation
  • Collaborated with marketing team to optimize ad spend allocation, reducing cost-per-acquisition by 31%

Pro Tip: Use the formula: Action Verb + Task + Quantified Result. For example: “Managed” + “team of 12 engineers” + “delivering project 20% under budget.”

Key Skills for a Data Analyst Resume

Include these skills on your data analyst resume to pass ATS screening and impress hiring managers:

SQL
Python (Pandas, NumPy)
Tableau
Power BI
Excel (Advanced)
R
Statistical Analysis
A/B Testing
Data Visualization
ETL Processes
Google Analytics
BigQuery
Looker
Jupyter Notebooks
Data Modeling

ATS Keywords for Data Analyst Resume

These are the most important keywords that Applicant Tracking Systems scan for in data analyst resumes. Include them naturally throughout your resume:

data analysisSQLPythonTableaudata visualizationstatistical analysisA/B testingreportingKPIsmetricsdashboardsETLdata-drivenbusiness intelligence

Important: Don't stuff keywords. Use them naturally in your summary, experience, and skills sections. ATS systems can detect keyword stuffing and may flag your resume.

Education & Certifications

Education

  • B.S. in Statistics/Mathematics/Computer Science
  • M.S. in Data Science/Analytics

Certifications

  • Google Data Analytics Certificate
  • Tableau Desktop Specialist
  • Microsoft Certified: Data Analyst Associate

Expert Tips for Your Data Analyst Resume

1

Lead every bullet point with a quantified result or business impact

2

Include your most relevant tools (SQL, Python, Tableau) in both skills and experience sections

3

Show how your analysis led to real business decisions and outcomes

4

Include a link to your portfolio or Tableau Public profile if available

5

Mention specific data volumes you've worked with to show scale

Data Analyst Salary & Job Outlook

Entry Level

$55K

Median Salary

$83K

Experienced

$105K

Job Outlook

35% growth (2022-2032), much faster than average

Source: Indeed 2024

Frequently Asked Questions

What should a data analyst resume include?

Key sections: Summary with years of experience, Technical Skills (SQL, Python, visualization tools), Work Experience with quantified achievements, Education, and Certifications.

Is SQL important for a data analyst resume?

Absolutely. SQL is the most requested skill in data analyst job postings. List it prominently and describe complex queries you've written.

How do I show data analysis skills without work experience?

Include personal projects, Kaggle competitions, bootcamp projects, and online certifications. Describe the datasets, tools, and insights from each project.

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Quick Stats

Median Salary$83K
Experience Shown4+ years
Key Skills15
ATS Keywords14

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