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Data Analyst Resume Example That Gets Interviews (2026)

Use recruiter-ready examples, ATS-friendly templates, and proven bullet points for SQL, Excel, Python, Tableau, Power BI, and analytics roles.

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Data Analyst Resume Example

ATS-friendly full resume preview

Jordan Chen

Data Analyst | San Francisco, CA | jordan.chen@email.com

Summary

Data analyst focused on SQL, dashboards, and experiment readouts that drive business decisions.

Skills

Python, SQL, Excel, Power BI, A/B Testing, Data Visualization

Experience

Data Analyst | Northwind Analytics | 2022-Present

  • Recovered ~$340K ARR by identifying and fixing trial-to-paid drop-off.
  • Cut ad-hoc reporting by ~6 hours/week through SQL and dashboard automation.

Project: Churn Signal Model

  • Built churn-risk segmentation pipeline (SQL + Python); pilot outreach improved retention by 7%.

Junior Data Analyst | Harbor Retail Co. | 2020-2022

  • Reduced monthly reporting from 12 hours to 90 minutes through workflow automation.
  • Improved stockout decisions by analyzing promotion and inventory datasets in SQL.

Project: Attribution Diagnostics

  • Created Power BI attribution diagnostics dashboard; improved marketing forecast confidence.

Data Analyst Resume Template

Fill-in template: replace every `[placeholder]` with your own details and metrics.
[YOUR NAME]
Data Analyst
[City, State] | [Email] | [LinkedIn]

SUMMARY
[1 line about years/industry] + [1 line about tools] + [1 line about business impact].

SKILLS
SQL | Python | Excel | Tableau or Power BI | A/B Testing | ETL | Forecasting

EXPERIENCE
[Job Title] | [Company A] | [Dates]
- [Action verb] [business process] using [tool], improving [metric] by [X%].
- Built [dashboard/report] for [stakeholder], reducing [time/cost] by [X].
- Partnered with [team] on [analysis/experiment], resulting in [outcome].

PROJECTS AT COMPANY A
[Project Name]
- Problem: [what needed fixing]
- Approach: [SQL/Python/BI method]
- Impact: [metric lifted, time saved, or cost reduced]

[Job Title] | [Company B] | [Dates]
- Owned [KPI/reporting area] across [team/function].
- Improved data quality by [method], reducing [error/rework] by [X].

PROJECTS AT COMPANY B
[Project Name]
- Problem: [operational or growth issue]
- Approach: [analysis + stakeholder collaboration]
- Impact: [business result]

EDUCATION
[Degree], [School], [Year]

CERTIFICATIONS (OPTIONAL)
[Certification], [Year]
  • Keep this to one page for most roles.
  • Use numbers in at least 2 bullets per role.
  • Mirror keywords from the target job description (use this data analyst keyword list).

Skills for Data Analyst Resume

  • SQL
  • Python
  • Excel
  • Tableau
  • Power BI
  • A/B Testing
  • Dashboards

Use only skills you can prove in your bullets. Need formatting help? See resume skills examples.

Data Analyst Resume Bullet Points

  • Built Tableau dashboards that reduced weekly reporting time by 62% for GTM leadership.
  • Automated SQL reporting pipelines, saving 12 hours per week across analytics operations.
  • Improved signup conversion by 14% by identifying funnel drop-offs and prioritizing test ideas.
  • Standardized KPI definitions across teams, reducing reporting disputes and metric drift.
  • Partnered with product and finance to uncover billing anomalies and recover missed revenue.
  • Created cohort retention analysis in Python, identifying high-risk segments that informed lifecycle campaigns.
  • Designed experiment readouts with guardrail metrics, helping teams ship winning variants with lower rollback risk.

Common Data Analyst Resume Mistakes

  • Listing tools without outcomes or metrics.
  • Using generic bullets that do not match the posting language.
  • Dense formatting that ATS parsers struggle to read.
  • Submitting one resume version for every role.

FAQ

What should a data analyst resume include?

Include a short summary, job-matched skills, measurable experience bullets, and a clean ATS-friendly format with standard headings.

How long should a data analyst resume be?

One page for most early and mid-career applicants. Two pages can work if you have substantial relevant experience with measurable outcomes.

Is SQL required for a data analyst resume?

For most data analyst roles, yes. SQL is one of the highest-signal skills for ATS and recruiter screening.

How do I pass ATS screening?

Use one-column layout, standard headings, and role-matched keywords that reflect your real experience. Focus on measurable outcomes in each bullet.

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