楼上哥们说的很全了啊。
1. The presence of mluti-collinearity between some of the explanatory variables biases the variance of OLS estimates.
2. The inclusion of irrelevant variables does not affect OLS estimates, because it's irrelevant.
3. The omission of an important variable may affect the residual, and cause x variables and residual collinear, and estimates biased.