Variance, Covariance Matrix, Linear Regression, Standard Error, Confidence Interval.
linear regression model is still a viable model for the data set at hand. But in this situation, one should not report standard errors and confidence intervals of the coefficient estimates using equation (12). When you build and fit a linear OLS model using a statistical modeling package such as