Learn to tell causation from correlation.

Causal Tutor walks you from the basics to real-world data analysis through theory, interactive graphs, and AI feedback on your reasoning.

Why this matters

Ice Cream Sales Rise. Shark Attacks Rise Too.

A dataset revealed a surprising pattern: as ice cream sales increase, shark attacks also spike.

So… does eating ice cream make you taste better to sharks?

Not quite. The real driver is warm weather! Hotter days boost ice cream sales and bring more people to the beach, increasing the likelihood of shark encounters.

Correlation can look convincing. Causation tells the real story.

Not sure where to begin?

Your learning journey