How do you interpret the coefficients of a regression equation? How do you determine if they're statistically significant?

Run a t-test. Divide the regression coefficient by the error in the estimate. If the ration > 2 then your statistic passes.

Look a the correlation between your stats. If you have stats that are highly correlated, Choose 1 and dispose of the rest.

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