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Data Analyst resume skills and keywords

In 580 Data Analyst job postings from 400 employers analysed on October 23, 2026, the most requested skills are SQL (89 %), Python (69 %), Communication (62 %), Tableau (45 %) and Leadership (35 %). Of the top 40 skills, 31 are hard skills, tools or certifications and 9 are soft skills.

Download the full list as a CSV or check your own resume against a posting with the free keyword scanner.

Top 40 skills in Data Analyst job postings

Skills requested in 580 Data Analyst job postings, by share of postings
SkillShare of postingsType
SQL89 %Tool
Python69 %Tool
Communication62 %Soft skill
Tableau45 %Tool
Leadership35 %Soft skill
Data Analysis34 %Hard skill
Data Analytics34 %Hard skill
Problem Solving32 %Soft skill
Power BI32 %Tool
Looker29 %Tool
Decision making28 %Soft skill
Dbt26 %Hard skill
Attention to detail25 %Soft skill
Collaboration25 %Soft skill
Data visualization24 %Hard skill
Data Science24 %Hard skill
R (programming)23 %Tool
Experimentation20 %Hard skill
Business Intelligence19 %Hard skill
Microsoft Excel19 %Tool
Snowflake18 %Tool
AI Tools18 %Tool
Data Engineering17 %Hard skill
Mentoring16 %Soft skill
BigQuery16 %Tool
Data pipelines14 %Hard skill
Machine learning14 %Hard skill
Data modeling13 %Hard skill
A/B testing13 %Hard skill
Flexibility12 %Soft skill
Statistical analysis12 %Hard skill
Git12 %Tool
ETL12 %Hard skill
Databricks11 %Tool
APIs11 %Hard skill
Apache Spark9 %Tool
Amplitude9 %Tool
LLMs9 %Tool
Storytelling9 %Soft skill
Airflow8 %Tool

Hard skills vs soft skills vs tools and certifications

Hard skills (15)

Soft skills (9)

Tools and software (16)

Keyword phrases recruiters use

Multi-word phrases that recur across these data analyst postings, with the share of postings that use each one.

non technical 33 %actionable insights 30 %visualization tools 19 %technical stakeholders 16 %complex datasets 15 %technical audiences 15 %large datasets 14 %advanced sql 14 %self service 14 %translate complex 14 %identify trends 13 %both technical 13 %actionable recommendations 12 %deep dive 12 %informed decisions 11 %

How to use this on your resume

Treat the table as a checklist, not a script. Put the skills you genuinely have in your skills section, using the same wording as the posting, and back the top ones with a bullet that shows the result.

Each job posting differs from the average, so compare your resume with the actual ad: paste it into the resume keyword scanner to see which terms you already have and which are missing. The ATS keywords guide explains where to place them so applicant tracking systems read them.

Skip any skill you cannot talk about in an interview; a keyword that falls apart under one question costs more than it gains. For a full layout with these skills in context, see the Data Analyst resume example. Then prepare for the Data Analyst interview questions that test them.

Build a data analyst resume with these skills

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Data Analyst resume skills: FAQ

Which skills matter most for a Data Analyst resume?

In 580 Data Analyst job postings analysed on October 23, 2026, the most requested skills were SQL (89 %), Python (69 %), Communication (62 %), Tableau (45 %) and Leadership (35 %). Lead your skills section with the ones you can back up, and show them in your experience bullets too.

Should I list soft skills on a Data Analyst resume?

Yes, but prove them rather than list them. 9 of the top 40 skills in these postings are soft skills, led by Communication (62 % of postings). Show them through results in your bullets, for example a project you coordinated or a process you explained.

Which tools and certifications do Data Analyst postings ask for?

The tools and certifications named most often were SQL (89 %), Python (69 %), Tableau (45 %), Power BI (32 %), Looker (29 %) and R (programming) (23 %). List the ones you have exactly as the posting writes them.

Where does this data come from?

From 580 public Data Analyst job postings at 400 employers, collected on October 23, 2026 from Greenhouse (351), Lever (91) and Ashby (138). A skill's share is the number of postings that mention it divided by 580. The data is updated quarterly and can be downloaded as a CSV.

Method and data

Source: 580 public job postings for data analyst roles (titles such as Data Analyst, Senior Data Analyst, Product Analyst and Staff Data Analyst) at 400 employers, collected on October 23, 2026 from employer applicant tracking system job boards: Greenhouse 351, Lever 91 and Ashby 138. Employers in the sample include Coupang, Capco, Inter Carreiras, Okta, Aspenview Technology Partners and Stripe. A skill's share is the number of postings that mention it divided by 580. Updated quarterly. Download the data: data-analyst-resume-skills.csv (CC BY 4.0). Browse skills for other roles.