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More than 2 million K-12 students identified as English Learners take an annual English Language Proficiency assessment across 41 U.S. states and territories. Score reports are shared with educators, students, and parents. This study examines how parents who serve on a state-level multilingual family advocacy group interpret two versions of a score report. Participants engaged in a group interview and completed a questionnaire. Thematic analysis revealed that while proficiency level scores and summary descriptors were accessible, elements such as scale scores were often confusing. Findings underscore the importance of balancing industry norms with the needs of a wide audience. Implications include revisions to the score report and the development of resources to build parents’ language assessment literacy regarding score interpretation.