statswithoutfear.com — domain registered YouTube channel is live Website & first lessons in preparation This is the preview site.
Introductory statistics · step by step

Statistics,
without fear.

Stats Without Fear is being built: a complete introductory statistics course — video lessons, fully worked examples and guided practice — that explains every idea calmly, in plain language, one step at a time.

Visit the YouTube channel ↗
Illustration of students in front of a chalkboard with a bell curve, a bar chart and a scatter plot
11
chapters in the full course
5
languages on this site
4
steps in every lesson

What is being built

Three things, in this order: the lessons, the examples, and the practice. Nothing here is finished yet — this page shows the plan honestly.

How every lesson works

The same four steps, every time, so you always know where you are.

Five languages, one course

This site is published in English, Spanish, Portuguese and Italian — plus Mandarin Chinese, one of the most spoken languages in the world. Switch any time; the page you are on stays the same.

Lessons will be published first in English and Spanish; the other languages follow.

Where the project stands

    About Stats Without Fear

    Why this project exists, and who is building it.

    Statistics has a reputation problem. Many students meet it as a wall of formulas in a textbook, taught fast, and conclude they are “not math people”. Usually the problem is not the student — it is the order and the pace. Ideas that look frightening as formulas are often simple when you see them first as pictures and everyday questions.

    Stats Without Fear is a learning project built on that belief: intuition first, formula second, practice always. Each topic starts with a real question — Is this result surprising? How sure are we? What would we expect by chance? — and only then introduces the mathematics that answers it.

    The course follows the standard introductory statistics curriculum used in colleges — the same path as Mario Triola’s widely used Elementary Statistics — from describing data, through probability, to confidence intervals and hypothesis testing. The first home of the lessons is the Stats Without Fear YouTube channel; this website will hold the course outline, study guides and practice material.

    Ludwig Romero

    Founder & teacher
      Illustration of a study desk with a notebook showing a bell curve and bar chart, a calculator, dice, a ruler and a pencil
      A note on pace. This is a one-person project, built carefully and published chapter by chapter. If a page here says “in preparation”, that is exactly what it means.

      The course: Introductory Statistics

      Eleven chapters, in the order they will be taught and published. Each chapter will have video lessons, worked examples and practice with full solutions.

      How to use this outline. Start at Chapter 1 and move in order — each chapter uses the ones before it. If you only need one topic (for example, hypothesis testing before an exam), Chapters 1, 4, 6 and 7 are the foundation to review first.

      Resources

      What you can use today, and what is on its way.

      Five study habits that actually work in statistics

        Frequently asked questions

        Straight answers about the site, the course and the languages.

        Contact

        Questions about the course, a topic you want covered, or a correction — all are welcome, in any of the five languages.

        Email

        Write to the project inbox:

        Write an email

        YouTube

        The channel is where lessons will appear first. Subscribe there to be notified when the first chapter is published.

        Open the channel ↗