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I've stumbeld on a problem in statistics (which is one of my weaknesses when it comes to math).

I´m currently trying to analyze data from a study and using multiple regression analysis.

From regression analysis with one independent variable I´m used to mainly focus on the significance values. When there are more independent variables however I understand that it is the beta and tolerance values that are of importance.

I am now wondering if anybody could help me understand why the significance value isn't relevant?

+ what determines wheater it is the standardized or not standardized coefficients that are relevant for my study?

Thanks in advance!

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# I Beta coefficient vs. Significance coefficient

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