Resume bullet examples by role
Use these as patterns. Keep them truthful and specific.
Data Engineer
- “Built Airflow pipelines in Python to load warehouse models, reducing refresh time from 3h to 40m.”
- “Implemented data quality checks and alerts, reducing incidents by 50% QoQ.”
Data Analyst
- “Created KPI dashboards used by 6 teams, reducing manual reporting by ~70%.”
- “Ran cohort analyses to identify churn drivers and informed retention roadmap.”
Backend Engineer
- “Shipped REST APIs serving 2M req/day with p95 latency improved by 35%.”
- “Added caching and indexing strategy, cutting query time from 400ms to 80ms.”
Frontend Engineer
- “Improved Lighthouse score from 62 → 90 by optimizing bundle and rendering.”
- “Built reusable components and reduced UI regressions by 25%.”
Product Manager
- “Led onboarding iteration cycles and improved activation by 15% through experiments.”
- “Owned roadmap for X product area and improved retention by 4% over two quarters.”
Sales
- “Exceeded quota by 120% for 3 consecutive quarters; closed $X ARR across Y deals.”
- “Improved outbound conversion by 25% through segmentation and messaging tests.”
Related: