Collinearity among independent variables in multiple linear regression can have severe effects on the precision of response estimation for some region of interest of independent variables.

Bala Rajaratnam, Steven Roberts, Doug Sparks, Onkar Dalal, Lasso regression: estimation and shrinkage via the limit of Gibbs sampling, Journal of the Royal Statistical Society.