Data Analyst Resume Keywords 2025

Use these specific keywords in your resume to help you pass Applicant Tracking Systems (ATS) and catch the attention of recruiters hiring for Data Analyst roles.

Hard Skills

  • Data analysis
  • Statistical analysis
  • Exploratory data analysis (EDA)
  • Data cleaning and preprocessing
  • Data validation and quality assurance
  • Data mining
  • A/B testing
  • Forecasting and trend analysis
  • Dashboard development
  • KPI definition and tracking

Technical Proficiencies

  • SQL (joins, CTEs, window functions)
  • Excel (pivot tables, VLOOKUP, advanced formulas)
  • Python (Pandas, NumPy, Matplotlib, Seaborn)
  • R (dplyr, ggplot2)
  • Business Intelligence (BI) tools
  • Tableau
  • Power BI
  • Google Data Studio / Looker Studio
  • ETL processes
  • Data warehousing (Snowflake, Redshift, BigQuery)
  • Relational databases (MySQL, PostgreSQL, SQL Server)
  • Excel VBA / Macros

Analytical & Quantitative Skills

  • Quantitative analysis
  • Hypothesis testing
  • Regression analysis
  • Root cause analysis
  • Segmentation and cohort analysis
  • Experiment design
  • Benchmarking and performance analysis

Business & Domain Skills

  • Business intelligence
  • Business requirements gathering
  • Data-driven decision-making
  • Financial analysis
  • Marketing analytics
  • Operations analytics
  • Customer behavior analysis
  • Reporting and insights generation
  • Stakeholder management

Soft Skills

  • Critical thinking
  • Problem solving
  • Attention to detail
  • Communication of complex data
  • Storytelling with data
  • Cross-functional collaboration
  • Time management
  • Presentation skills
  • Adaptability

Industry Certifications

  • Google Data Analytics Professional Certificate
  • Microsoft Certified: Power BI Data Analyst Associate
  • Tableau Desktop Specialist
  • AWS Certified Data Analytics – Specialty
  • Certified Analytics Professional (CAP)

Action Verbs

  • Analyzed
  • Interpreted
  • Visualized
  • Developed
  • Automated
  • Optimized
  • Consolidated
  • Synthesized
  • Presented
  • Collaborated
Pro Tip

Don't just list these keywords! Weave them naturally into your Professional Summary and Work Experience bullet points to show how you used these skills to achieve results.

Build Your Resume Online

Don't want to guess? Our AI builder automatically uses keywords that land interviews.

Start Building
Download Template

Get the professionally designed PDF template for Data Analyst.

Download PDF