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What is the difference between sampling error and bias?

An example of an AI chatbot conversation about sampling error and bias in statistics.

😀
You

What is the difference between sampling error and bias?

MagicBuddy
MagicBuddy

Sampling error refers to the error caused by observing a sample instead of the whole population, while bias is a systematic error that leads to incorrect conclusions.

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You

Can you give me an example of sampling error?

MagicBuddy
MagicBuddy

Sure! If you survey 100 people about their favorite ice cream flavor, but they all happen to be from the same neighborhood, that's a sampling error.

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You

And what about bias? How does that work?

MagicBuddy
MagicBuddy

Bias occurs when the sample is not representative of the population. For instance, if you only survey people at an ice cream shop, you might get biased results.

😀
You

How can we reduce sampling error and bias in research?

MagicBuddy
MagicBuddy

To reduce sampling error, increase your sample size. To minimize bias, ensure your sample is randomly selected and representative of the population.

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