Data Analyst
Data Analyst Resume Bullet Points
Strong resume bullets for a Data Analyst role use the CAR format (Challenge → Action → Result) and quantify impact. Below are 6 ATS-optimized example bullets, plus a checklist and common mistakes.
6 Example Resume Bullets: Data Analyst
- 1.Built a churn prediction model in Python (scikit-learn) that identified $1.2M in at-risk ARR, enabling a 73% save rate through targeted outreach
- 2.Designed and shipped a 12-dashboard Looker BI suite replacing 40+ ad hoc Excel reports, saving 15 analyst-hours per week
- 3.Wrote and maintained 200+ production SQL queries in BigQuery, establishing naming and documentation standards for the team
- 4.Ran A/B tests for 15 product experiments, providing statistical significance analysis and actionable recommendations
- 5.Created a weekly executive dashboard (Tableau) presenting retention, activation, and revenue metrics to C-suite
- 6.Mentored 2 junior analysts, running weekly SQL office hours and reviewing dashboards before publishing to stakeholders
Resume Bullet Checklist for Data Analyst
- Every analysis should show a decision it drove or metric it moved
- Include data quality and validation work — not just analysis
- Show stakeholder-facing work (dashboards, presentations, reports)
- Demonstrate SQL complexity (window functions, CTEs, optimization)
- Include A/B test analysis with statistical significance
Common Resume Mistakes
- Listing tools without showing the business impact of the analysis
- Not mentioning data quality and validation work
- Missing statistical rigor language (significance, confidence intervals)
- Omitting stakeholder communication and data storytelling
ATS Keywords for Data Analyst Resumes
Weave these keywords naturally into your bullet points to pass ATS screening and signal relevance to hiring managers.
SQLPythonTableauLookerBigQueryA/B testingstatistical analysisdata pipelinedashboardself-serve analytics