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What is the difference between a confidence interval and a p-value?

An example of an AI chatbot conversation about confidence intervals and p-values in statistics.

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You

What is the difference between a confidence interval and a p-value?

MagicBuddy
MagicBuddy

A confidence interval estimates a range of values for a population parameter, while a p-value assesses the strength of evidence against a null hypothesis.

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You

Can you give me an example of how to use both in a study?

MagicBuddy
MagicBuddy

Sure! In a clinical trial, a confidence interval might show the range of effectiveness of a new drug, while a p-value could indicate whether the results are statistically significant.

😀
You

How do I interpret a p-value of 0.03?

MagicBuddy
MagicBuddy

A p-value of 0.03 suggests that there is a 3% probability of observing the data, or something more extreme, if the null hypothesis is true. This typically indicates strong evidence against the null hypothesis.

😀
You

What are the common misconceptions about p-values?

MagicBuddy
MagicBuddy

Common misconceptions include thinking that a p-value indicates the probability that the null hypothesis is true, or that a p-value of 0.05 is a strict cutoff for significance.

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