Hypothesis Testing and Population Proportions

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These flashcards cover key vocabulary and concepts related to hypothesis testing, including types of hypotheses, test statistics, error probabilities, and population proportions.

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12 Terms

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Null Hypothesis (H0)

The hypothesis that there is no effect or no difference; it is what we seek to test against.

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Alternative Hypothesis (H1)

The hypothesis that proposes an effect or a difference; it represents a change from the null.

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Test Statistic

A standardized value that is calculated from sample data during a hypothesis test.

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Rejection Region

The range of values for the test statistic that will lead to rejecting the null hypothesis.

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Alpha (α)

The probability of making a Type I error, or rejecting the null hypothesis when it is true.

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Z-score

A statistical measurement that describes a value's relation to the mean of a group of values, expressed in standard deviations.

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Power of a Test

The probability that the test correctly rejects the null hypothesis when the alternative hypothesis is true.

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Standard Error (SE)

An estimate of the standard deviation of the sampling distribution of a statistic, commonly used to measure the accuracy of a sample.

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Two-Tailed Test

A hypothesis test that determines if a sample is greater than or less than a certain value.

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One-Tailed Test

A hypothesis test that determines if a sample is either greater than or less than a certain value, but not both.

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Population Proportion (p)

The true proportion of a specific outcome in a population, such as the proportion of pulsars among celestial objects.

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Sample Proportion (̂p)

The proportion of a specific outcome observed in a sample, used to estimate the population proportion.