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This study investigates how students with mathematics learning disabilities (MLD) engage in fraction-based word problem solving by analyzing their cognitive and representational strategies. Focusing on the types and patterns of errors across different problem-solving stages, the research aims to uncover persistent misconceptions that hinder success. By identifying predictable error trajectories, the study provides insights into how these difficulties emerge and persist. The ultimate goal is to inform instructional practices and support the design of targeted interventions that directly address the root causes of students' challenges, thereby improving learning outcomes in foundational math.