Using some simple data in Excel, coefficient estimates are shown graphically and conceptually, and R-squared is calculated. This helps explain the output produced in Eviews, R, or other software and the meaning behind the numbers. The Excel file and other materials are available at https://github.com/hegerty/ECON346,