Before revision:  Therefore , although the direct and total requirement matrices are formulated and used for economic system analysis, the indirect requirements matrices has never been formulated before.
After revision:  Consequently , although the direct and total requirement matrices are formulated and used for economic system analysis, the indirect requirements matrices has never been formulated before.