seniorLinear Regression
Why does OLS fail under high multicollinearity?
Updated May 16, 2026
Short answer
OLS becomes unstable because XᵀX becomes nearly singular.
Deep explanation
When predictors are highly correlated, XᵀX loses rank stability, making inversion unreliable. This inflates variance of coefficients even though predictions remain accurate.
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