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Taina Koistinen is a skilled design engineer with extensive experience in test technology and data science, currently employed at Polar Electro Oy since December 2020. Previously, Taina served as a senior design engineer at Polar Electro Oy from October 1998 to December 2019, specializing in user interface design, UX design, and LCD design across various disciplines. Earlier roles included product development manager and mechanical engineer at Innokas Medical from 1994 to 1998, as well as research positions focused on usability, ergonomics, machine design, and automation at the University of Oulu from 1987 to 1992. Taina holds a Master of Science degree in machine design from the University of Oulu and is currently pursuing further education through Analytics Training Camp.