Don't Get Fooled by Numbers — A 12-Week Masterclass in Everyday Statistics With an AI Tutor: Think Clearly About Data, Risk, and the News.
A masterclass you actually finish — the kind of clear-thinking course you'd expect to pay real
money for, self-paced with an AI tutor at your side. This is not a math class. It's twelve
weeks of learning to see through the numbers that get used to sell, scare, and spin you. Each week
the AI tutor hands you a real-feeling stat, headline, or chart and — Socratically, one question at
a time — walks you to what it actually proves and what it's quietly hiding. No math beyond
arithmetic. You leave able to interrogate any claim yourself, from a health scare to a poll to a
suspicious graph.
Format: a digital guide with 12 ready-to-run, fully scripted weekly sessions — you lead one
~60-minute session each week, with every step timed and every AI prompt written for you. No
statistics background or prior AI experience needed. Think masterclass structure, not a lecture
you sit through.
What you get
- A "Never used an AI chat assistant? Start here" onboarding that takes a complete beginner
from zero to ready in about five minutes — no paid plan needed, free AI assistants are enough.
- Four rescue prompts in the front matter for when a session goes sideways or a concept won't
click, so you're never stuck.
- 12 deep weekly sessions, each with a plain-language concept, a concrete worked example, a
minute-by-minute session plan for your ~60 minutes, copy/paste AI-tutor prompts at every step, a
"show me" checkpoint where you prove you can see the trick yourself, common mistakes to watch
for, and practice.
- An orientation built on the one rule that makes you hard to fool: never accept or repeat a
number until you can state what it actually claims and what it leaves out.
The 12 weeks
- What a Number Actually Claims (and Doesn't)
- Averages Lie: Mean, Median & the Spread
- Probability & Why Our Gut Is Terrible at It
- Risk in Real Terms: Relative vs Absolute
- Correlation Is Not Causation
- Sampling & Bias: Who Did They Actually Ask?
- How Studies Mislead — and How to Read One
- Charts That Lie: Spotting Misleading Graphs
- Base Rates: Why Even Good Tests Fool Us
- Project Week I: Debunk a Real Headline or Claim
- Project Week II: Investigate a Question of Your Own
- Demo Day & the Skeptical-but-Fair Mind
Who it's for
Adults who suspect numbers and statistics are used to manipulate them — and are done feeling
outmatched by a chart or a scary headline. If you can do basic arithmetic and read the news, you're
ready. No formulas to memorize, no math background assumed. Examples come from health, news, sports,
weather, and everyday life.
Why this instead of a free chatbot
Ask a raw chatbot to "explain statistics" and it'll cheerfully lecture you into a fog of formulas
you'll forget by lunch. This pack ships the structure and method a chatbot won't give you on its
own: a real 12-week progression, a tutor set up to question before it tells so YOU do the
reasoning, and a consistent set of interrogation questions you can point at any claim. You come out
able to see through numbers yourself — not dependent on asking the bot every time.
FAQ
- Do I need to be good at math? No. If you can handle basic arithmetic, you're set. This teaches
the questions to ask, not equations to solve — the reasoning that lets you evaluate any claim.
- Is this really a masterclass, or a paid pack? It's an honest $29 pack, built and structured
like a masterclass: a real curriculum, a project, and a coach — self-paced, and you actually
finish it.
- I've never used an AI chat assistant. Does that matter? No. The guide opens with a "Never
used an AI chat assistant? Start here" walkthrough that gets a complete beginner from zero to
ready in about five minutes.
- Which AI does it use? Any modern AI assistant — ChatGPT, Claude, Copilot, Gemini. Free
versions are enough; no paid plan required. Every prompt is copy/paste-ready.
- Will it teach me investing or personal finance? No — deliberately. Every example is from
health, news, sports, weather, and everyday life, so you're learning to reason, not chasing money
tips.
- Is it too basic if I already know some stats? Each week has a "make it harder" prompt that
hands you subtler, technically-true-but-misleading versions of the same trick. It scales with you.
- Refunds? Standard marketplace refund policy applies.
Get the whole track
Sharpening more than your number sense? Get the whole adult toolbox —
every adult-skills pack in one bundle.