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In the report we describe the NMF-based approach applied to the problem of determining an employee's access needs. The conducted research showed that the proposed NMF-based methods provide a useful analytical framework for processing and modeling employee's access needs data, and the obtained results demonstrate acceptable performance and provide descriptive representation model.