ELI5: Explain Like I'm 5

Bias (statistics)

Okay kiddo, let's talk about bias in statistics.

Imagine you and your friend are trying to measure how tall your classmates are. You measure them with a ruler, but your friend measures them with a piece of paper. Your ruler gives you the same measurement every time, but your friend's paper changes shape depending on how hard they press it down, so their measurements might be different each time. This means your friend's measurements might not be very accurate, and that's called bias.

In statistics, bias is when the measurements or data that you collect are not accurately representing what you're studying. Like with your friend's paper measurements, this can happen for a lot of reasons. Maybe the people doing the measuring have different standards, or maybe they only choose certain data to include and leave out other important information. Sometimes even the way you analyze the data can introduce bias.

When we're doing statistics, we want to try and avoid bias as much as possible so we can get the most accurate results. This means being very careful about how data is collected, making sure we include as much relevant information as possible, and being honest about any assumptions we make or limitations in our analysis. By doing this, we can make sure our statistics are trustworthy and helpful for making informed decisions.
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