Technological innovation has created unprecedented demands upon the semiconductor industry. Manufacturing has lagged this demand both in terms of output and in quality due to a failure to properly leverage data. The future leaders of semi manufacturing will be those who embrace advance data analytics in both the manufacturing and the designing of increasingly sophisticated product.