A review of learning analytics opportunities and challenges for K-12 education

被引:2
|
作者
Paolucci, Catherine [1 ]
Vancini, Sam [1 ]
Bex II, Richard T. [1 ]
Cavanaugh, Catherine [2 ]
Salama, Christine [2 ]
de Araujo, Zandra
机构
[1] Univ Florida, Sch Teaching & Learning, POB 117048, Gainesville, FL 32611 USA
[2] Univ Florida, Lastinger Ctr Learning, POB 117052, Gainesville, FL 32611 USA
关键词
Learning analytics; PK-12; education; Mathematics education; Equity; QUALITATIVE METASYNTHESIS; DASHBOARD;
D O I
10.1016/j.heliyon.2024.e25767
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Use of learning analytics to improve educational outcomes is a growing area of research. While learning analytics research has been more prevalent in higher education contexts, this study presents findings from a qualitative metasynthesis of 47 research publications related to opportunities and challenges relevant to learning analytics design, implementation, and research at the PK-12 level. Our findings indicate that, while many see the educational benefits of learning analytics (e.g., more equitable instruction, individualized learning, enhanced assessment for learning); others remain unconvinced by a lack of evidence of improved outcomes and concerned about persistent challenges and potentially harmful impacts (e.g., infringement on users' privacy, misuse or misinterpretation of data by educators). We conclude by considering implications for mathematics education stemming from our analysis of learning analytics and posing questions to shape future research and key developments in mathematics education as learning analytics become more prevalent.
引用
收藏
页数:14
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