Re-visiting the echo state property

► A widely used criterion is shown to be insufficient for the echo state property. ► Novel algebraic conditions are provided for the echo state property. ► Users can benefit from the simple recipes provided for the echo state property. ► A new definition for the echo state property is provided. ► The scaling of the spectral radius is discussed for end-users.