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What are some common misconceptions about p-values?

An example of an AI chatbot conversation about common misconceptions regarding p-values in statistics.

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You

What are some common misconceptions about p-values?

MagicBuddy
MagicBuddy

One common misconception is that a p-value indicates the probability that the null hypothesis is true.

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You

So, what does a p-value actually represent?

MagicBuddy
MagicBuddy

A p-value measures the strength of evidence against the null hypothesis; it tells us how likely we would see our data if the null hypothesis were true.

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You

Are p-values the only thing we should look at in statistical analysis?

MagicBuddy
MagicBuddy

No, p-values should be considered alongside confidence intervals, effect sizes, and the context of the study.

😀
You

What is a common threshold for p-values?

MagicBuddy
MagicBuddy

A common threshold is 0.05, but this is arbitrary and should not be the sole criterion for decision-making.

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