Before revision:  Using the random matrix theory, we show that two largest eigenvalues are significant , and identify the first dominant factor as the aggregate demand, and the second factor as inventory adjustment.
After revision:  Using the random matrix theory, we show that two largest eigenvalues are significant . Taking advantage of the information revealed by disaggregated data, we identify the first dominant factor as the aggregate demand, and the second factor as inventory adjustment.