DSJ · Data Scientist Junior
Data Scientist Junior teaches kids the real mathematics underneath artificial intelligence — probability, algorithms, bias, and how to tell what’s true. Through The Data Squad, an animated series built on characters they remember instead of lectures they endure.
The gap
They ask a chatbot for homework help and believe the confident answer. They see a recommendation feed and assume it is neutral. They meet a generated image and cannot say how it was made. The tools arrived faster than the education did.
The cast
Eight creatures, each one a piece of mathematics made visible. They do not explain the idea. They are the idea. Click any of them.
Click the teal ones repeatedly and nothing changes. Click the violet ones and you never get the same result twice. That difference is the foundation of every AI system ever built — and a nine-year-old can feel it in about four clicks.
The curriculum
One concept per episode, built into the adventure rather than delivered on top of it.
Why a streak isn't luck, and how to read odds without being fooled.
That a recipe of steps is an opinion someone wrote down.
How a sorting machine inherits the blind spots of whoever built it.
How to interrogate a claim, a chart, or a confident-sounding chatbot.
Why most outcomes cluster in the middle — and what the edges mean.
How a machine finds a shape in noise, and when it gets it wrong.
What a device shares, with whom, and why that matters to them.
When to trust a tool, when to verify it, and when to walk away.
For educators
Short episodes designed to open a lesson, each with a discussion question, a prediction prompt, and a single clear takeaway. Suitable for middle school and early high school. Licensing and pilot programs available.
The series is in production. Register your interest and we will contact you when pilot materials are ready.
Launch list
Occasional updates from Data Scientist Junior as the series is built. New characters, early episodes, and free resources for parents and teachers.