I am using a linear regression model to perform inference on some observational data. The samples are from an observational study and highly skewed along some of the dummy variables in the regression.
My understanding is this is okay as long as the the errors are uncorrelated and have unequal variance. The predictions for the poorly sampled regions of the independent variable may not be very accurate, but it shouldn't affect the validity of the inference. Is this correct?