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How to become a Data Analyst

Data analysts turn raw data into clear answers — querying databases, building dashboards and explaining what the numbers mean so teams can act on them.

Updated regularly
How this data works

At a glance

  • A strong fit if you like SQL, spotting patterns and translating analysis into plain-language recommendations.
  • Built from 1,051 active data analyst listings — SQL is the single most-requested skill, in 12% of postings.
  • Median data analyst pay is $68,601 across 733 listings with disclosed salary ranges.
Active listings0in the current index
Median pay$0disclosed ranges
Top skillSQLin 12% of listings
Most common levelMid73% of postings

The skills employers ask for most

Ranked by how often each skill appears across active data analyst listings. Learn these first.

  • 1SQL12%
  • 2Stakeholder Mgmt11%
  • 3Excel9%
  • 4Power BI7%
  • 5Python6%
  • 6Tableau5%
  • 7Looker3%
  • 8Statistical Analysis3%

The path in

A practical route from where you are to a first data analyst role.

  1. 1

    Build the core skills

    Most data analyst listings ask for the same handful of tools. Start with the ones employers mention most often — they are the fastest route to clearing the first screen.

    SQLStakeholder MgmtExcelPower BIPython
  2. 2

    Prove it with projects

    Ship two or three portfolio projects that use those skills end to end — real data, a public repo and a short write-up of the decisions you made. Demonstrated work beats a list of keywords.

  3. 3

    Target the right level

    73% of current data analyst postings sit at the mid level — that is where most people break in. Aim applications at that band before reaching higher.

  4. 4

    Get past the resume screen

    Mirror the language of live data analyst postings in your resume so it matches what recruiters and ATS filters scan for. Tailor each application to the specific skills listed.

Skills that boost data analyst pay

Median pay when each skill appears in a data analyst listing with disclosed salary (minimum three matches).

  • 1Segment$111,375
  • 2Data Visualization$105,300
  • 3Data Modeling$105,300
  • 4Databricks$105,300
  • 5LLMs / GenAI$105,300
  • 6Looker$105,300

Where you will start

How current data analyst listings break down by seniority — a sense of where the openings are.

Entry4%43 listings
Mid73%764 listings
Senior23%244 listings

Pay

Data Analyst salary: $68,601 median

Most disclosed ranges fall between $49,373 and $105,934. See the full percentile breakdown, seniority shifts and skill premiums.

View data analyst salary data

Ready to apply for data analyst roles?

Build a resume that mirrors what data analyst listings actually ask for. Start with the role-specific resume guide.

Explore other career paths

Data Analyst career FAQ

How do I become a Data Analyst?

Build the skills employers actually ask for — currently SQL, Stakeholder Mgmt and Excel lead data analyst listings, prove them with portfolio projects, then tailor your resume to live listing language. Most data analyst openings are at the mid level, so target that band first.

What skills do you need to be a Data Analyst?

Across 1,051 active data analyst listings, the most-requested skills are SQL, Stakeholder Mgmt, Excel, Power BI, Python. SQL appears in 12% of postings.

How much does a Data Analyst earn?

The median data analyst salary is $68,601, with most disclosed ranges falling between $49,373 and $105,934, based on 733 listings with employer-published pay.

Is Data Analyst a good career in 2026?

There are 1,051 active data analyst listings in our current index. You can track week-over-week demand for the underlying skills on the live skill-trends dashboard.

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