Decomposing things into eigenvectors turns what used to be a complicated problem of coupled variables (the matrix), into a list of simple single-variable proble

Decomposing things into eigenvectors turns what used to be a complicated problem of coupled variables (the matrix), into a list of simple single-variable problems. It turns a matrix equation into a list of scalar equations. I hope this helps :)