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Eye-tracking technology has been extensively used in different research fields to investigate human beings’ information process features. This is, however, quite new to apply to analyze how pre-service teachers learn. This paper examines what and how pre-service secondary teachers learn; focusing on what they attend to and how they become more noticeable on important features of mathematics instructions. 4 pre-service teachers in different stages in their teacher education program participated in this qualitative study. All data for this study were video recorded and consist of video-club style group meetings, individual 1-1 interview, and 1-1 video watching with an eye-tracker. The eye-tracking methods and content analysis revealed how pre-service teachers developed their noticing through group discussions.