Home/Khan Academy/Statistics and Probability
Khan Academy · on Khan Academy

Statistics and Probability

4.8(12,000)·8M enrolled
Beginner 45 hours English Completion CertificateFREE
Editor's Pick
The statistics foundation almost every applied data course assumes you already have — free, mastery-based, and rigorous.

About this course

Khan Academy's Statistics and Probability course is one of the most widely used free math resources in the world, covering descriptive statistics, probability theory, distributions, inference, and regression through short videos paired with mastery-based practice exercises. Unlike a video-only course, Khan Academy tracks mastery per skill and won't let you move on until you've demonstrated understanding, which produces more durable learning than passive video watching.

This is the math foundation underneath virtually every data science, analytics, and machine learning course in this catalog — concepts like p-values, confidence intervals, and standard deviation that get used but not always re-explained in applied courses. It's commonly used as a prerequisite refresher before tackling more applied courses like Google's Data Analytics Certificate or DataCamp's statistics tracks.

What you'll learn

Calculate and interpret measures of central tendency and spread
Understand probability theory and common distributions
Conduct hypothesis tests and interpret p-values correctly
Build and interpret confidence intervals
Understand basic linear regression and correlation

This course includes

45h
On-demand video
Yes
Mobile access
English
Language
Comparison · LBS

Compare alternatives for Statistics and Probability

Same topic, different options. We surface the trade-offs others hide so you can pick the course that actually fits your time, budget, and goals.
Khan Academy4.8(12,000)
Statistics and Probability
Price
Free
Completely free, forever
Duration
45 hrs
Level
Beginner
Certificate
MIT OpenCourseWare4.9(15,000)
Linear Algebra (18.06)
Price
Free
Completely free, openly licensed — no certificate
Duration
34 hrs
Level
Intermediate
Certificate
Stanford Online4.9(9,000)
CS231n: Deep Learning for Computer Vision
Price
Free
Free lecture materials; some versions paid
Duration
50 hrs
Level
Advanced
Certificate
Stanford Online4.9(7,000)
CS224n: Natural Language Processing with Deep Learning
Price
Free
Free lecture materials; some versions paid
Duration
50 hrs
Level
Advanced
Certificate
Prices & availability can change — confirm on the provider's site. We're not affiliated with any single provider.

Instructor

KA
Khan Academy
Khan Academy instructor
8M+ learners60 courses4.8 instructor rating

Produced by Khan Academy, a nonprofit educational organization providing free, high-quality education to anyone, anywhere, with content used by hundreds of millions of learners worldwide.

Requirements

  • Basic algebra
  • No prior statistics knowledge required

Who this course is for

  • Anyone preparing for a data science or analytics career who needs the statistics foundation
  • Students supplementing formal coursework with extra practice
  • Self-learners who find applied data courses move too fast on the underlying math

About this provider

KA
Khan Academy
Non-profit free education platform. World-class education for anyone, anywhere.
Visit Khan Academy

Frequently asked questions

It's the right foundation, but most data analyst roles also expect you to apply statistics in tools like SQL, Excel, or Python — pair this with an applied course like Google's Data Analytics Certificate for job readiness.
Khan Academy is entirely free with no certificate, and uses mastery-based practice (you must demonstrate understanding before advancing) rather than a fixed video-and-quiz structure. It's a strong foundation but doesn't carry a credential for resumes.
Roughly 45 hours of content, though pacing is entirely self-directed and most learners spread it over several months alongside other study.
Free
to audit
Enroll now