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We examined scholarly articles to investigate the consequential validity concerning English Language Learners (ELLs/MLs), focusing on how standardized tests influence ELLs through labels, descriptors, classifications, and reclassifications. Our systematic review of 26 articles pinpointed that research indicates that ELLs have distinct expectations, often comparing proficient and non-proficient students, including native and non-native English speakers. Findings suggest a perceived difference in what it means to be English proficient. The study aims to answer: “What labels and classifications from English proficiency assessments are used to report ELLs' English ability in U.S. K-12 studies post-2015?”