Diplomi-insinööri, Tampereen teknillinen yliopisto
CISA, CISSP, CISM, CRISC, IS0 27001:2013 Lead Auditor
Constructing Communication Profiles by Clustering Selected Network Traffic Attributes. (The Fifth International Conference on Internet Monitoring and Protection 2010)
Implicit Malpractice and Suspicious Traffic Detection in Large Scale IP Networks. (The Fifth International Conference on Internet Monitoring and Protection 2010)