Answer
See below
Work Step by Step
The rank of a matrix is not changed when performing an elementary row operation on it. Then, by performing the elementary row operation associated with the elementary matrix $E$, the matrix $EA$ can be obtained from $A$. As a result, $EA$ and $A$ are on the same level. Hence, the statement is true.