That is what a multiple linear regression looks like in non-matrix form (any other operator would be nonlinear), so I wouldn't be too concerned about that.<BR><BR>As for what is going on in Excel ...

My e-commerce dataset I used this dataset from Kaggle. It is not a very complicated or detailed one but enough to study linear regression concept.