For Statistics Teachers
Where inference meets money: real applications for AP Stats
Econometrics, causal inference, Bayesian thinking, machine learning, and risk management — courses that show statistics students what regression, probability, and inference are actually for. A natural extension for students who finish AP Statistics wanting more.
The courses — preview any of them without an account
Econometrics
Signal vs Noise
Advanced Econometrics
Causal Inference
Bayesian Thinking in Finance
Update The Past
Machine Learning in Finance
The Alpha Machine
Risk Management and VaR
Tail Risk
Stochastic Processes
A Random Walk
Using it in your classroom
1
Students sign up free
An email address is all they need. Works on Chromebooks, laptops, and phones.
2
Assign a course by name
Students work through the modules at their own pace — most take 10–15 minutes each.
3
Collect the certificate link
Every completed course earns a certificate with a public verification URL. Students submit it; you verify it in one click.
Beyond the courses
Every statistical concept is taught inside a real financial decision, not an abstract dataset
Per-course certificates with public verification links — assignable as homework
Everything is free — every course, game, and certificate
No cost, no ads, nothing to install. Questions or interest in a deeper partnership with your school? Email contact@toplineacademy.org