Abstract

Mathematics anxiety remains a persistent barrier to learner achievement, engagement, and long-term confidence across primary, secondary, and tertiary education levels. This review paper proposes an anxiety reduction framework designed to strengthen mathematics confidence through structured practice routines and supportive instructional strategies. Drawing on interdisciplinary evidence from educational psychology, cognitive science, and mathematics pedagogy, the study synthesizes existing research on the cognitive, emotional, and instructional factors that contribute to mathematics anxiety. Particular emphasis is placed on the role of consistent practice structures, formative feedback, and psychologically supportive classroom environments in mitigating fear-based avoidance behaviors. The review examines how scaffolded problem sequencing, low-stakes assessment, error-tolerant learning spaces, and instructor immediacy influence students’ self-efficacy and persistence in mathematical tasks. Additionally, the paper evaluates instructional interventions that integrate metacognitive reflection, growth-oriented feedback, and peer-supported learning to reinforce conceptual understanding and reduce performance pressure. By consolidating empirical findings across diverse educational contexts, the proposed framework highlights actionable pathways for educators to redesign instructional routines that prioritize emotional safety alongside cognitive rigor. The review concludes that systematic alignment of practice design and supportive instruction can significantly reduce anxiety, enhance learner confidence, and promote sustained mathematical competence. The framework offers a scalable foundation for future empirical validation and informs policy, curriculum development, and teacher training initiatives aimed at fostering inclusive and confidence-driven mathematics education.