Use of Learning Analytics in K-12 Mathematics Education: Systematic Scoping Review of the Impact on Teaching and Learning
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Resumo
The generation, use, and analysis of educational data comes with many promises and opportunities, especially where digital materials allow usage of learning analytics (LA) as a tool in data-based decision-making (DBDM). However, there are questions about the interplay between teachers, students, context, and technology. Therefore, this paper presents an exploratory systematic scoping review to investigate findings regarding LA usage in digital materials, teaching, and learning in K-12 mathematics education. In all, 3,654 records were identified, of which 19 studies met all the inclusion criteria. Results show that LA research in mathematics education is an emerging field where applications of LA are used in many contexts across many curricula content and standards of K-12 mathematics education, supporting a wide variety of teacher data use. Teaching with DBDM is mainly focused on supervision and guidance and LA usage had a generally positive effect on student learning with high-performing students benefiting most. We highlight a need for further research to develop knowledge of LA usage in classroom practice that considers both teacher and student perspectives in relation to design and affordances of digital learning systems. Finally, we propose a new class of LA, which we define as guiding analytics for learners, which harnesses the potential of LA for promoting achievement and independent learning.
Dados da obra
- Tipo
- Artigo
- Periódico
- Journal of Learning Analytics
- Ano
- 2024
- Idioma
- en
- Palavras-chave
- Learning Analytics; Elementary Secondary Education; Mathematics Education; Data Analysis; Decision Making; Influences; Teaching Methods; Learning; Student Evaluation; Feedback (Response); Educational Technology; Instructional Materials; Foreign Countries; Mathematics Teachers
- Temas
- Inclusão, Práticas Pedagógicas
- Acesso
- Download disponível
- Fontes
- ERIC — Education Resources Information Center
- Na Biblioteca desde
- 01/10/2026 · verificada em 03/10/2026
Como citar
ABNT
RUNDQUIST, Rebecka et al.. Use of Learning Analytics in K-12 Mathematics Education: Systematic Scoping Review of the Impact on Teaching and Learning. Journal of Learning Analytics, 2024. Disponível em: https://eric.ed.gov/?id=EJ1456199. Acesso em: 5 nov. 2026.
APA
Rundquist, R., Holmberg, K., Rack, J., Mohseni, Z., & Masiello, I. (2024). Use of Learning Analytics in K-12 Mathematics Education: Systematic Scoping Review of the Impact on Teaching and Learning. Journal of Learning Analytics. https://eric.ed.gov/?id=EJ1456199
BibTeX
@article{rundquist2024,
author = {Rundquist, Rebecka and Holmberg, Kristina and Rack, John and Mohseni, Zeynab and Masiello, Italo},
title = {Use of Learning Analytics in K-12 Mathematics Education: Systematic Scoping Review of the Impact on Teaching and Learning},
year = {2024},
journal = {Journal of Learning Analytics},
url = {https://eric.ed.gov/?id=EJ1456199},
language = {en}
}RIS
TY - JOUR AU - Rundquist, Rebecka AU - Holmberg, Kristina AU - Rack, John AU - Mohseni, Zeynab AU - Masiello, Italo TI - Use of Learning Analytics in K-12 Mathematics Education: Systematic Scoping Review of the Impact on Teaching and Learning PY - 2024 JO - Journal of Learning Analytics UR - https://eric.ed.gov/?id=EJ1456199 LA - en ER -
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