Funnily enough, linear algebra is a good example of how doing doesn't lead to understanding. Just calculating eigenvalues and eigenvectors don't give you the geometric view of what is happening. Also talk to some engineering students who learned how to do matrix multiplication, but can't tell you what a vector is (it is not just something with magnitude and direction).