What is a practical real world problem that requires the usage of matrix factorization

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I am not asking about the various methods of decomposing a matrix. I am looking for a real world problem that can be represented in matrix form and then can be solved using the concepts of decomposition. i.e in short, why do we need to learn matrix decomposition?