In testing the validity of a multiple regression model, a significant F-test statistic indicates that: the model provides a poor fit.

In testing the validity of a multiple regression model, a significant F-test statistic indicates that:

the model provides a poor fit.

at least one independent variable is adding significant predictability for Y 

most of the variation in Y is unexplained by the regression equation.

most of the variation in the independent variables is explained by the variation in Y.

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