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Intro to Hypothesis Testing in Statistics - Hypothesis Testing Statistics Problems & Examples

Math and Science · YouTube · 23:40

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Introduce null and alternative hypotheses and explain why failure to reject is not proof of the null.

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Chapters

7:30Translate a claim10:30Two decisions13:30Use a predefined rule

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The chocolate-bar example tests a mean of 5 grams. A claim that the mean changed in either direction gives a two-sided alternative: H0:μ=5H_0:\mu=5 and $HaH_a:\mu e5$.

The decision is to reject the null or fail to reject it. Insufficient evidence against the null does not establish that the null is true.

A test statistic summarizes sample evidence. Its decision rule must account for sampling variability and a chosen significance level; neither a confidence level nor a p-value is the probability that the null hypothesis is true.

Knowledge cards

01

Translate a claim

The chocolate-bar example tests a mean of 5 grams. A claim that the mean changed in either direction gives a two-sided alternative: H0:μ=5H_0:\mu=5 and $HaH_a:\mu e5$.

02

Two decisions

The decision is to reject the null or fail to reject it. Insufficient evidence against the null does not establish that the null is true.

03

Use a predefined rule

A test statistic summarizes sample evidence. Its decision rule must account for sampling variability and a chosen significance level; neither a confidence level nor a p-value is the probability that the null hypothesis is true.

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  • Hypothesis testing ExplanationAt 7:30
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    The chocolate-bar example tests a mean of 5 grams. A claim that the mean changed in either direction gives a two-sided alternative: H0:μ=5H_0:\mu=5 and $HaH_a:\mu e5$. The decision is to reject the null or fail to reject it. Insufficient evidence against the null does not establish that the null is true. A test statistic summarizes sample evidence. Its decision rule must account for sampling variability and a chosen significance level; neither a confidence level nor a p-value is the probability that the null hypothesis is true.