Data Analyst Resume Skills: 90+ skills for your resume

The data analytics skills hiring managers and ATS actually scan for in 2026 — SQL, Excel, Python, and the BI tools that turn raw data into decisions. Organized by category and experience level, with real examples of how to phrase them. Explore the list, or generate a set tailored to you.

Most-listed data analyst skills
SQLExcelPythonTableauPower BIData VisualizationStatisticsData CleaningA/B TestingDashboards
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What skills should a data analyst put on a resume?

Lead with the technical core every analytics team expects — SQL, Excel, and a BI tool like Tableau or Power BI — then add the analysis depth that separates you: statistics, data cleaning, and increasingly Python or R. Round it out with the business skills that turn numbers into decisions: KPI reporting, data storytelling, and stakeholder communication. Tailor the exact mix to the job you're targeting.

The 10 essentials, in order
01SQL02Excel03Python04Tableau05Power BI06Statistics07Data Cleaning08Data Visualization09KPI Reporting10Data Storytelling
The full list

Essential data analyst skills

Tap any skill to select it, copy one, or grab a whole category — then paste straight into your resume.

Show skills for

SQL & Databases

14 skills

The single most-scanned data analyst skill. List the dialects and the query techniques you actually use — “SQL (window functions, CTEs)” signals more than “SQL” alone.

Excel & Spreadsheets

11 skills

Still the everyday tool of the trade. Show depth beyond basic formulas — pivot tables and lookups are what recruiters look for.

Data Visualization & BI

12 skills

Pick the BI platforms you've built real dashboards in — depth in one beats a shallow list of five.

Programming & Scripting

10 skills

Increasingly expected even for “non-technical” analyst roles. List the libraries you use, not just the language.

Statistics & Analysis

11 skills

The reasoning behind the charts. Even a few of these signal you understand the “why”, not just the “what”.

Data Preparation & ETL

10 skills

Analysts spend most of their time here — showing you can wrangle messy data is a strong signal.

Analytics & Reporting

9 skills

The business-facing side of the role — the outcomes an analyst is hired to deliver.

Cloud & Big Data

8 skills

Where modern analytics data lives. List the warehouses and platforms you've actually queried.

Soft Skills

9 skills

Choose 3–5 you can demonstrate through real work examples — an analyst who can't communicate findings gets ignored.

Interactive · free

Generate data analyst skills with AI

Pick a focus and your level — we'll suggest a tailored, ATS-ready skill set you can select from and copy straight into your resume.

Skill type
Experience level
How many skills · up to 10 per focus
Rarity · common ↔ niche
Job description · optional, improves relevance
10 balanced skills · tailored to type + level
Progression

Data Analyst skills by experience level

As you grow, the emphasis shifts from building features to owning systems and people. Here's what belongs on your resume at each stage.

Entry Level

Master the core tools
SQL
Excel
Data Cleaning
Tableau
Descriptive Statistics
Data Visualization

Mid-Level

Analyze with depth
Python
A/B Testing
Regression Analysis
ETL
Power BI
Google Analytics

Senior

Drive decisions & strategy
Statistical Modeling
Data Storytelling
Stakeholder Management
Metric Definition
Forecasting
Data Pipelines
FoundationalOwnership & scope
Placement

Where to put data analyst skills on your resume

Skills shouldn't live in one list at the bottom. Strong resumes weave them through three places — here's each, with a real example.

01Skills section
SKILLS
SQL ·Python (pandas) ·Tableau ·Power BI ·A/B Testing ·Excel (Pivot Tables)
A tight, scannable list of your strongest, most relevant tools — pair each language with the depth you actually have.
02Professional summary
SUMMARY
Data Analyst with 4+ years turning SQL and Python analysis into dashboards that drive decisions, with a focus on A/B testing and KPI reporting.
Fold your top 2–3 skills into a sentence that frames your experience and impact.
03Work experience
EXPERIENCE · BULLET
Built a Tableau dashboard on top of a SQL pipeline that cut weekly reporting time by 60% and surfaced a churn driver worth $200K.
The most convincing place — show a skill delivering a measurable result.
Specificity wins

Make your skills more specific

A bare keyword tells a recruiter nothing. A specific one shows depth — and matches more of the phrases an ATS looks for.

BasicSQL
BetterSQL — complex joins, window functions, CTEs, query optimization
BasicExcel
BetterAdvanced Excel — pivot tables, VLOOKUP/XLOOKUP, Power Query
BasicData Visualization
BetterData visualization and dashboard design in Tableau and Power BI
Tailoring

Match your skills to the job description

ATS rank you partly on how well your resume echoes the posting. Mirror the skills a job names — in your own true words — and prioritize them near the top.

Job description excerpt

"Seeking a data analyst proficient in SQL, Excel, Tableau or Power BI, with experience in statistical analysis and stakeholder reporting."

Skills to prioritize
SQL
Excel
Tableau
Power BI
Statistical Analysis
Avoid these

Common resume skills mistakes

i
Listing “data analysis” without the tools. Recruiters and ATS scan for SQL, Excel, Tableau — name the specific tools you use.
ii
Claiming Python without any depth. If you list Python, be ready to talk pandas, cleaning, and a real analysis you ran.
iii
Adding generic computer skills. “Microsoft Office” and “email” are assumed and waste prime space.
iv
Skills with no supporting results. Back each headline skill with a bullet that shows a number you moved.
v
Keyword-stuffing every tool you've heard of. A wall of tools you can't discuss reads as noise to recruiters and often to ATS.
vi
Ignoring the business side. Pure tool lists miss the point — show you turn data into decisions.
FAQ

Frequently asked questions

Aim for 12–16 well-chosen skills. Cover the core — SQL, Excel, a BI tool — plus the analysis and programming skills a specific job asks for. Curate to what you can actually discuss in an interview; a long list of tools you've only tried once dilutes your strongest signals.

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