By Quick answer: Which certifications are best for data analysts in 2027?
- BI — PL-300, Tableau.
- Step up — Google Advanced, IBM Data Science.
- ML — DP-100, ML Specialization.
- Free — Kaggle advanced SQL.
Key takeaways
- Working analysts grow fastest with statistics and Python.
- BI certifications prove tools; projects prove judgement.
- AI speeds analysis but analysts own the conclusions.
This guide is for analysts already in the job. The certifications that move analyst careers are the ones that add a BI tool, statistics, Python or ML. These ten do, ranked by how much they help.
Ten certifications for data analysts
Ranked for this reader. Costs and formats come from each issuer's own page, checked on 3 November 2026; prices change, so confirm before you book.
| # | Certification | Cost | Time | Prove it free |
|---|---|---|---|---|
| 1 | Microsoft Power BI Data Analyst (PL-300)Microsoft | Exam priced by country1 | 100 minutes; renew free every 12 months | Free test |
| 2 | Tableau Certified Data AnalystTableau (Salesforce) | Check the official page2 | Check issuer | Free test |
| 3 | Google Advanced Data Analytics Professional CertificateGoogle / Coursera | $49/mo Coursera plan3 | 6 months at 10 hours a week | Free test |
| 4 | IBM Data Science Professional CertificateIBM / Coursera | Coursera plan4 | 4 months at 10 hours a week | Free test |
| 5 | Microsoft Azure Data Scientist Associate (DP-100)Microsoft | Exam priced by country5 | Self-paced | Free test |
| 6 | Machine Learning SpecializationDeepLearning.AI & Stanford / Coursera | $49/mo Coursera plan6 | 2 months at 10 hours a week | Free test |
| 7 | Databricks Certified Generative AI Engineer AssociateDatabricks | $2007 | 90 minutes | Free test |
| 8 | Financial Modeling & Valuation Analyst (FMVA)Corporate Finance Institute | Paid subscription8 | Self-paced | Free test |
| 9 | Google AI EssentialsGoogle / Coursera | $49/mo Coursera plan9 | Under 10 hours (per course page) | Free test |
| 10 | Kaggle Learn Micro-Courses (ML, Python, SQL)Kaggle (Google) | Free10 | Short micro-courses, a few hours each | Free test |
Prove it free before you pay for an exam
Take the free test first. Pay for an exam only when you pass.
Every pick above has a matching free practice test on Science of Apps, one of the world's largest libraries of free certification tests (1,200+). Check your level before you pay for an exam, or add a verifiable credential to LinkedIn while you study. (Disclosure: we publish these tests; the certifications above earn us nothing.)
- PL-300 Practice TestPractise for Microsoft Power BI Data Analyst (PL-300) before you pay.Start free test →
- Tableau Data Visualization CertificationPractise for Tableau Certified Data Analyst before you pay.Start free test →
- Python for Data Analysis CertificationPractise for Google Advanced Data Analytics Professional Certificate before you pay.Start free test →
- Data Science Certification TestPractise for IBM Data Science Professional Certificate before you pay.Start free test →
Each certification, and how it grows an analyst's career
- MicrosoftMicrosoft Power BI Data Analyst (PL-300)Power BI proofExam priced by country
- TableauTableau Certified Data AnalystTableau proofCheck the official page
- CourseraGoogle Advanced Data Analytics Professional CertificateStatistics and Python$49/mo Coursera plan
Microsoft Power BI Data Analyst (PL-300)
- Cost
- Exam priced by country1
- Format
- 100 minutes; renew free every 12 months
Power BI proof; renew free yearly. Microsoft's Power BI Data Analyst exam proves you can prepare, model and visualise data and share reports securely. It's 100 minutes, priced by country, with free Microsoft Learn training and free online renewal every 12 months.
Best forPower BI proof
Tableau Certified Data Analyst
- Cost
- Check the official page2
Tableau proof for Tableau shops. Tableau's analyst certification proves you can connect, prepare, analyse and visualise data in Tableau. It's most valuable where Tableau or Salesforce is the reporting standard; check Tableau's page for the current fee.
Best forTableau proof
Google Advanced Data Analytics Professional Certificate
- Cost
- $49/mo Coursera plan3
- Time
- 6 months at 10 hours a week
Statistics, regression and Python, about six months part-time. Google's advanced certificate takes analysts into statistics, regression, machine learning and Python. It takes about six months at ten hours a week and is the natural next step after Google Data Analytics.
Best forstatistics and Python
IBM Data Science Professional Certificate
- Cost
- Coursera plan4
- Time
- 4 months at 10 hours a week
Python and ML for the move to data science. IBM's professional certificate covers Python, SQL, data visualisation and machine learning basics with hands-on labs and a capstone. It takes about four months at ten hours a week, and financial aid is available on Coursera.
Best formoving to data science
Microsoft Azure Data Scientist Associate (DP-100)
- Cost
- Exam priced by country5
Training and deploying models on Azure. Microsoft's associate exam proves you can train and deploy machine learning models with Azure Machine Learning. It's priced by country, needs Python and ML basics and renews free online each year.
Best forML on Azure
Machine Learning Specialization
- Cost
- $49/mo Coursera plan6
- Time
- 2 months at 10 hours a week
Andrew Ng's ML course. Andrew Ng's specialization with Stanford teaches supervised and unsupervised learning, model evaluation and practical machine learning in Python. It takes about two months at ten hours a week and is widely regarded as the clearest structured start in ML.
Best forML foundations
Databricks Certified Generative AI Engineer Associate
- Cost
- $2007
- Format
- 90 minutes
LLM applications on Databricks. $200. Databricks' associate exam proves you can design and build LLM applications on the Databricks platform, from data preparation to evaluation. It's 90 minutes and costs $200, so it suits data and AI engineers whose teams use Databricks.
Best forDatabricks and GenAI
Financial Modeling & Valuation Analyst (FMVA)
- Cost
- Paid subscription8
Financial modelling for finance analysts. Corporate Finance Institute's FMVA teaches financial modelling and valuation in Excel through practical, self-paced courses. It suits FP&A and corporate finance analysts and is sold by subscription; see CFI for pricing.
Best forfinance analysts
Google AI Essentials
- Cost
- $49/mo Coursera plan9
- Time
- Under 10 hours (per course page)
Practical AI for analysis work. Google's short course teaches practical generative AI for everyday work: drafting, research, analysis and using AI responsibly. It needs no technical background and takes under ten hours, so it suits almost any professional who wants to use AI tools with more confidence.
Best forAI-assisted analysis
Kaggle Learn Micro-Courses (ML, Python, SQL)
- Cost
- Free10
- Time
- Short micro-courses, a few hours each
Free advanced SQL, window functions and more. Kaggle's free micro-courses cover Python, pandas, SQL, data visualisation and machine learning, each in a few hours with hands-on notebooks and a free certificate. They're ideal practice alongside a structured course.
Best foradvanced SQL, free
Analyst career moves
| Move | Certifications |
|---|---|
| Senior analyst | Google Advanced, advanced SQL |
| Analytics engineer | Databricks, advanced SQL |
| Data scientist | IBM DS, ML Specialization, DP-100 |
Table: Analyst career moves and certifications
How we ranked these picks
We ranked certifications by career impact for working analysts. Fees come from official pages, checked 3 November 2026.
Frequently asked questions
What should data analysts learn next?
Statistics and Python, then ML if you want data science.
Is PL-300 useful for experienced analysts?
Yes if your employer uses Power BI.
How do analysts move to data science?
IBM Data Science and the ML Specialization, plus projects.
Should analysts use AI?
Yes for speed; always verify results.
Is there a free analyst test?
Yes. Science of Apps offers free SQL, Power BI and analytics tests.
Sources
- Microsoft — Microsoft Power BI Data Analyst (PL-300), official page (checked 3 Nov 2026)
- Tableau (Salesforce) — Tableau Certified Data Analyst, official page (checked 3 Nov 2026)
- Google — Google Advanced Data Analytics Professional Certificate, official page (checked 3 Nov 2026)
- IBM — IBM Data Science Professional Certificate, official page (checked 3 Nov 2026)
- Microsoft — Microsoft Azure Data Scientist Associate (DP-100), official page (checked 3 Nov 2026)
- DeepLearning.AI & Stanford — Machine Learning Specialization, official page (checked 3 Nov 2026)
- Databricks — Databricks Certified Generative AI Engineer Associate, official page (checked 3 Nov 2026)
- Corporate Finance Institute — Financial Modeling & Valuation Analyst (FMVA), official page (checked 3 Nov 2026)
- Google — Google AI Essentials, official page (checked 3 Nov 2026)
- Kaggle (Google) — Kaggle Learn Micro-Courses (ML, Python, SQL), official page (checked 3 Nov 2026)
- Checked November 4, 2026. Figures that change — fees, salaries, prices — are reviewed every six months; if something is out of date, tell us.
Where to go from here
- The best online certifications of 2027 — the full top 10 across every field
- Best Certifications by Profession (2027 Directory) — related guide
- Best AI Certifications of 2027: 10 Ranked by Career Impact — related guide
- Career guides by Science of Apps for 2027The best data analytics certifications of 2027: ten for analysts at every stageThe 10 best data analytics certifications of 2027: Microsoft PL-300, Google Data Analytics, Google Advanced, Tableau, IBM, DP-100, FMVA and more, with costs.
- Career guides by Science of Apps for 2027Top 5 data science certifications to get hired in 2027: the ones data science job posts rewardThe top 5 data science certifications to get hired in 2027: Azure DP-100, IBM Data Science, Google Advanced Data Analytics, AWS ML Engineer and Databricks.
- Career guides by Science of Apps for 2027The best data science certifications of 2027: ten for learning the craft and proving itThe 10 best data science certifications of 2027: IBM Data Science, Google Advanced Data Analytics, Azure DP-100, Andrew Ng's ML, Kaggle, Databricks and more.
- Career guides by Science of Apps for 2027Top 5 Power BI and Excel certifications to get hired in 2027: the ones job posts nameThe top 5 Power BI and Excel certifications to get hired in 2027: PL-300, Google Data Analytics, FMVA, Tableau and Google Advanced.
- Career guides by Science of Apps for 2027Top 5 data analytics certifications to get hired in 2027: the ones analyst job posts nameThe top 5 data analytics certifications to get hired in 2027: Microsoft PL-300, Google Data Analytics, Tableau, Google Advanced and IBM Data Science.
- Career guides by Science of Apps for 2027The data analytics certification roadmap for 2027: from first spreadsheet to senior analystA data analytics certification roadmap for 2027: Kaggle SQL and Google Data Analytics, then PL-300 or Tableau, Google Advanced, and ML for senior analysts.
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