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Why is collinearity (or multi-collinearity) a problem? What does it mean for the variables involved? What...

Why is collinearity (or multi-collinearity) a problem? What does it mean for the variables involved? What about “fake” collinearity? How does it appear and what can you do to avoid it?

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