Analytics / BI
What does a Data Analyst do?
Analysts and BI developers who help the company's own teams make decisions.
High demand
Team: Internal Analytics
Reports into: Analytics & BI
What they actually do
Build and maintain dashboards for finance, sales, marketing, ops, HR, product. Answer ad-hoc questions with SQL: "which region drove the drop?" Define and monitor KPIs; investigate anomalies. Run deep-dives: churn, funnel, cohort analysis, forecasting. Translate between business language and data language.
Hiring demand
High demand. Large, steady volume of postings across industries. A realistic target for an active job search.
Ad space
Who they work with
Department leaders Analytics engineers BI developers Data science
Typical tools
SQL Power BI Tableau Excel Python or R (optional)
Skills to get there
SQL (non-negotiable) One BI tool deeply Statistics basics Clear writing Domain knowledge
Title ladder
Common titles for this role at each level. Companies vary; see Role titles decoded .
Level Typical titles
Entry Junior / Associate Data Analyst · Data Analyst I Mid Data Analyst · Data Analyst II Senior Senior Data Analyst · Lead Data Analyst Expert (IC track) Staff / Principal Data Analyst Management track Manager, Internal Analytics → Director of Internal Analytics → VP
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Searching for: Data Analyst · anywhere in the US · change
Also try: Data Analyst Business Intelligence Analyst Reporting Analyst
Opens the job board's own search; results and counts are theirs.
How to get here
Salary (US) as of 2026-11
Median $94K
Typical range $72K–$122K
Senior / manager $132K
Sources:
Glassdoor, Data Analyst, US, 2026 total pay median $94K; likely range $72K-122K Levels.fyi, Data Analyst, US, Nov 2026 median total comp $110K; 25th $85K, 75th $145K Glassdoor, Senior Data Analyst, US, 2026 total pay median $132K BLS OES, Data Scientists (15-2051), May 2025 median $120,230 (BLS bucket that includes analysts; skews high) BLS has no analyst-only occupation; 15-2051 mixes data scientists in, so market sources sit lower. Tech pays at the top of the range.
Experience to get here
Entry level 0-2 years
Typical title 2-5 years
Bachelor's in any quantitative or business field is typical; postings often accept a certificate plus portfolio instead of a specific major.
Typical prior roles Junior / Associate Data Analyst Reporting Analyst Financial Analyst Business Analyst Career changer via bootcamp or certificate
Must have SQL (joins, aggregations, window functions) One BI tool deeply: Power BI or Tableau Excel / Sheets for reconciliation Basic statistics Explaining findings to non-technical teams
Milestones people hit first Built and maintained a dashboard a department runs its weekly meeting on Answered an ad-hoc 'why did this drop?' question with SQL and a written summary Defined a KPI and documented how it is calculated Published a 2-3 project portfolio (Tableau Public or GitHub)
Certifications
Preferred in postings: often
Exam fee $165 Training free Microsoft Learn PL-300 path; paid instructor-led course optional Renewal $0; free online renewal assessment every 12 months Typical total $165-400
Time: 6-8 weeks at ~5 hrs/wkPrerequisites: none formal; Power Query and DAX familiarity expected
Power BI is the top BI tool in mid-market and enterprise postings; PL-300 covers model, DAX and service administration.
Nice to have in postings: sometimes
Exam fee not published Training $49/month Coursera subscription; most finish for under $300 Renewal none Typical total under $300
Time: about 6 months at 10 hrs/wkPrerequisites: none
Named as an acceptable 'relevant certification' in public-sector and entry postings; useful for career changers.
Nice to have in postings: sometimes
Exam fee not published Training free Tableau training videos; Trailhead Renewal annual Tableau maintenance badge on Trailhead (third-party report) Typical total $200-250 exam (third-party sources conflict: $200 + $100 retake vs $250)
Time: 3-4 weeks at ~5 hrs/wkPrerequisites: none listed
Called out where Tableau is the house dashboard tool; the portfolio matters more than the badge.
Nice to have in postings: sometimes
Exam fee not published Training $49/month Coursera subscription; most finish for under $300 Renewal none Typical total under $300
Time: about 6 months at 10 hrs/wkPrerequisites: Google Data Analytics certificate or equivalent (SQL, spreadsheets, dashboards)
Python and statistics are what separate senior analyst postings from junior ones.
Training & learning
SQL Tutorial (foundational to advanced) FREE
ThoughtSpot (formerly Mode) · course · free · 1-2 weeks SQL is in nearly every posting in this family; a free, browser-based path from basics to advanced queries. PL-300T00: Design and manage analytics solutions using Power BI FREE
Microsoft Learn · learning path · free (self-paced) · 3-day course; ~72 hrs self-paced Official prep for PL-300: Power Query, data modeling, DAX and Power BI service administration. Tableau free training videos FREE
Tableau · course · free · about 1 hour of videos plus practice Fastest free path to a Tableau Public portfolio dashboard, which hiring managers ask for. Google Data Analytics Professional Certificate
Google / Coursera · learning path · $49/month; most finish under $300 · 6 months at 10 hrs/wk Beginner path covering spreadsheets, SQL, Tableau and a capstone portfolio project; no prerequisites. Introduction to A/B Testing FREE
Udacity (by Google) · course · free · 5 lessons Free course by Google on metrics, experiment design and analysis; the core of experimentation analyst work. dbt Fundamentals FREE
dbt Labs (dbt Learn) · course · free · about 5 hours Vendor's free on-ramp to models, tests and docs; follow with the free Jinja, materializations and refactoring courses.
Sources & notes
BLS OOH, Data Scientists (15-2051), May 2025 wages Glassdoor, Data Analyst salaries, US, Pay Trends 2026 Glassdoor, Senior Data Analyst salaries, US, Pay Trends 2026 Levels.fyi, Data Analyst, United States (updated Nov 4, 2026) Microsoft Learn, Power BI Data Analyst Associate (PL-300) Readynez, real cost of PL-300 certification ($165 US exam fee) Coursera, Google Data Analytics Professional Certificate Coursera, Google Advanced Data Analytics Professional Certificate Tableau (Salesforce), certification overview Careery, Tableau certification guide (Desktop Specialist $100, Data Analyst $250) ExamCert, Tableau Certified Data Analyst syllabus 2026 ($200 registration, $100 retake) ZipRecruiter, jobs mentioning Google Data Analytics Certificate DCS Corp, Senior Power BI Developer posting (PL-300 preferred) ThoughtSpot SQL Tutorial (formerly Mode) Microsoft Learn, PL-300T00 course page Tableau free training videos Udacity, Introduction to A/B Testing (free, by Google) dbt Learn, dbt Fundamentals dbt Labs blog, new dbt Learn courses (five free courses, durations)
PL-300 price ($165 US) comes from a third-party page because Microsoft's page shows 'price varies by region'. Tableau exam fees come from third-party pages that conflict ($200 + $100 retake vs $250); Salesforce's own exam guide was not available. Experience fields draw on the postings listed plus OrgLadder's earlier analyst research.
Figures are US, from the sources listed, and change often; verify before deciding.
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About Privacy Contact Descriptions are general composites, not any specific company. Demand labels are editorial estimates (Nov 2026), not live job counts.