<![CDATA[Mathematical literacy and self-regulated learning (SRL) are essential competencies for students' success in mathematics. However, research on their intersection remains fragmented, lacking a comprehensive overview of trends, key themes, and influential contributions. This study used Google Scholar and Publish or Perish to conduct a scoping review and bibliometric analysis of mathematical literacy and SRL research from 2009 to 2023. The analysis included publication trends, citation patterns, co-word analysis, and collaboration networks. The findings showed a significant increase in research after 2015, with peaks in publications in 2021 and 2022. Key themes include cognitive strategies, motivation, pedagogical approaches, technological integration, and assessment methods. The most cited works emphasize SRL's role in problem-solving, metacognition, and technology-enhanced learning. Collaboration networks indicate that research is dominated by North American, European, and Australian institutions, with limited contributions from developing regions. The study suggests expanding AI-enabled SRL research, teacher professional development, and culturally diverse frameworks to enhance mathematical literacy instruction globally. These insights contribute to advancing evidence-based instructional models that integrate Technology, self-regulation, and mathematical reasoning to improve learning outcomes.]]>
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