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Interest development is a central goal of STEM secondary school education and prepares students for a meaningful societal participation in socio-scientific discourses. In an experimental study (N = 463) within a digital learning environment we compared the impact of adaptive, specific, and global feedback on interest change via student perception of feedback usefulness. Results revealed that adaptive and specific feedback were perceived as more useful than global feedback. Moreover, perceived usefulness mediated the effect from feedback on interest change after feedback as well as after revision. Our findings highlight the importance of student perceptions within the feedback process in determining feedback effectiveness. Findings are valuable for researchers and developers alike in designing digital learning environments fostering student interest development.