$E[\hat{\beta}] = \beta + \sigma^2$

$E[\hat{\beta}] = \beta$

$E[\hat{\beta}] = \beta + (X^T X)^{-1} X^T E[\epsilon]$

$E[\hat{\beta}] = 0$