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Variance And Standard Deviation Explained

I Got 72 And So Did My Friend, But Only One Of Us Did Well

Standard Deviation Explained With Animation

17 min read5 days ago

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Last term my stats quiz result popped up at 11pm. I got 72 out of 100, and the class average was 65. I screenshotted it and sent it to the group chat like I’d won a medal.

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Ten minutes later my friend from the other section sent theirs. Also 72, with the exact same class average of 65 sitting right underneath it. In my section, 72 was the top score. In theirs, twelve people beat it.

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Two rows of exam score dots share a 65 average while a 72 ranks 1st in one row and 13th in the other, why the standard deviation matters
Two sections of 30 students, both averaging exactly 65. In mine a 72 is the top score. In my friend's, twelve people scored higher.

Same score, same average, completely different news. What changed is how spread out everybody else was. Statistics has a number for exactly that, called the standard deviation, and your university’s results page might already be showing it to you.

Online quiz statistics page listing average grade, median and standard deviation, where students first meet variance and standard deviation
Many quiz pages quietly show a standard deviation next to the average. Most students scroll straight past it.

By the end of this article you’ll be able to look at two numbers on a page like that and tell whether a 72 is brilliant or just fine. On the way, we’ll hit one strange step that every formula uses and almost nobody explains. At some point, you square things.

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I write about machine learning, deep learning, and statistics with Python, making complex ideas ridiculously clear.

Data Science Collective
Data Science Collective

Published in Data Science Collective

Advice, insights, and ideas from the Medium data science community