Question: is r squared a good measure?
Answer: R-squared is a goodness-of-fit measure for linear regression models. This statistic indicates the percentage of the variance in the dependent variable that the independent variables explain collectively. ... For instance, small R-squared values are not always a problem, and high R-squared values are not necessarily good!