A further implication of the fact that the residual can take on only two values for any ŷ is that the residuals are heteroscedastic. This violates the linear regression assumption of homoscedasticity (constant variance). The estimates of the standard errors of the regression coefficients will not be stable, and inference will be unreliable.
