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This study examines the relationship between international students' self-perceived English proficiency and academic self-efficacy in a U.S. Midwest university. Sixty-seven participants completed a survey assessing vocabulary, grammar, and confidence in academic tasks. Participants felt confident in conversational English but struggled with academic grammar and vocabulary. The academic self-efficacy scale demonstrated strong reliability (α = .87); however, grammar (α = .15) and vocabulary (α = .14) subscales were exploratory due to low reliability. Grammar proficiency significantly correlated with self-efficacy (r = .29, p < .05); vocabulary did not. Confirmatory factor analysis supported academic self-efficacy as a unidimensional construct (χ²(27) = 39.6, p = .056). Findings highlight the importance of grammar-sensitive academic support to enhance international students' confidence and participation.