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Data Analyst resumes

Data Analyst Resume Examples & Template (2026)

Hiring managers want to see the business questions you answered, the tools you used, and the dollars or hours you saved. Lists of tools without context get screened out — outcomes get interviews.

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Data Analyst resume example

Sam Chen

Senior Data Analyst · Growth & Marketing Analytics

Analyst with 4 years partnering with growth, marketing, and product teams. Built the dashboards and experiments that informed $14M in annual revenue decisions.

  • Designed customer-LTV model in dbt + BigQuery that re-segmented 1.2M users; lifted paid-channel ROAS 22%.
  • Owned the company-wide A/B testing framework (Eppo + Looker); ran 60+ tests / quarter across 4 product teams.
  • Replaced a 6-hour weekly Excel report with a self-serve Looker dashboard used by 90+ stakeholders.
  • Mentored 2 junior analysts — both promoted within 12 months.

ATS tips for data analyst resumes

List SQL first in your skills — 95% of analyst job posts list it as required.
Name the BI tool by full name (Looker, Tableau, Power BI) — not 'BI tools'.
Quantify every bullet — analyst hiring managers reject vague claims faster than any other role.
Mention the business outcome, not just the technical action: 'lifted ROAS 22%', not 'built model'.

Top skills for data analyst resumes

Hard skills

SQLPython (pandas, NumPy)RTableauLookerPower BIdbtBigQuery / Snowflake / RedshiftA/B testingStatistical modelingExcel (advanced)

Soft skills

Stakeholder communicationStorytelling with dataRequirements gatheringCross-functional partnership

Best templates for data analysts

Modern

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Minimal

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Technical

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Classic

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Common data analyst resume mistakes

  • Listing 20+ tools — recruiters assume you've barely used them. Cap at 10–12 you'd own in an interview.
  • Writing 'Analyzed data' instead of naming the question and the dollars-or-decision outcome.
  • Skipping the BI tool — it's almost always a hard ATS filter.
  • Burying SQL in a generic 'Skills' block; put it in your headline if you're senior.

Data Analyst salary insights

Entry-level

$60k – $80k

Mid-level

$85k – $115k

Senior

$120k – $170k+

U.S. base salary ranges, 2025 BLS + Glassdoor data.

Frequently asked questions

Do I need a portfolio for a data analyst role?

Strongly recommended — especially without 3+ years of experience. A GitHub or Notion link with 2–3 case studies (question, dataset, analysis, recommendation) consistently lifts callback rates.

Should I list SQL dialects separately?

Only if the JD asks. Otherwise list 'SQL' once and mention the warehouse (BigQuery, Snowflake, Redshift) in the experience bullets.

Is a master's degree required?

No — most analyst roles list a bachelor's degree as the requirement. A strong portfolio and SQL test performance carry more weight than the degree.

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