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Information seeking in an open online environment is effortful and complex. Students need to use cognitive and metacognitive strategies in order to successfully complete an information search task. It’s important to understand how students with specific patterns of learning strategy use behave in classroom-based information seeking tasks. The purpose of this study is to investigate cognitive and metacognitive strategy use patterns for information seeking tasks using a person-centered approach. We then qualitatively examine how students with specific strategy use patterns execute information seeking tasks, using content analysis of transcribed think aloud interviews, classroom observation notes, audio recordings of classroom interactions, and student-generated artifacts. We found four clusters of strategy use, each with unique associations with students’ information seeking behaviors.