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When the Estimated Slope Coefficient in the Simple Regression Model β^\hat { \beta }

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When the estimated slope coefficient in the simple regression model, β^\hat { \beta } 1, is zero, then


Definitions:

Sampling Distribution

A statistical distribution of all possible sample means or sample proportions calculated from all possible samples of a specific size from a population.

Population Variance

A measure of the spread of a population’s data points, indicating the average of the squared differences from the mean.

Chi-square Distribution

A statistical distribution used in hypothesis testing that is applicable when testing hypotheses about categorical variables.

Population Variance

A measure of the spread or distribution of a set of data values within an entire population.

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