Multicollinearity (WEDC)

What is it?

• Two or more independent variables are correlated.

Effect?

• Coefficients are consistent (but unreliable).
• Standard errors are overestimated.
• Too many Type II errors

Detection?

• Conflicting t and F statistics; correlations among independent variables if K=2

Correction?

• Drop one of the correlated variables

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