A Conceptual Design Framework for Big Data Based Learning Analysis

被引:0
作者
Zheng, Yanlin [1 ]
Ruan, Shigui [1 ]
Li, Luyi [2 ]
机构
[1] NE Normal Univ, Fac Comp Sci & Informat Technol, Changchun, Peoples R China
[2] NE Normal Univ, Fac Educ, Changchun, Peoples R China
来源
PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON EDUCATION, MANAGEMENT AND COMPUTING TECHNOLOGY | 2015年 / 30卷
关键词
big data; learning assessment; learning analytics; design framework; data cube;
D O I
暂无
中图分类号
C [社会科学总论];
学科分类号
03 ; 0303 ;
摘要
Beyond clipped or isolated data, big data highlights the integrated and all-around mining of the data related to some subject, which provides an innovative perspective for learning assessment, and big data based learning analytics explores a new approach to learning evaluation and improvement. Key points in terms of big data based process typically involve where to capture the big data, what data to use and how to handle the collected data. This paper proposes a conceptual design framework for big data supported learning assessment. A three-dimensional data resources model, a learning data cube, and a four-stage process model are separately suggested to respond to the mentioned Where, What, and How questions.
引用
收藏
页码:1480 / 1483
页数:4
相关论文
共 19 条
[1]  
Alun P., 2001, CONTEXT AWARE COMPUT, V10, P171
[2]   Formative assessment: a critical review [J].
Bennett, Randy .
ASSESSMENT IN EDUCATION-PRINCIPLES POLICY & PRACTICE, 2011, 18 (01) :5-25
[3]   Integrative assessment: reframing assessment practice for current and future learning [J].
Crisp, Geoffrey T. .
ASSESSMENT & EVALUATION IN HIGHER EDUCATION, 2012, 37 (01) :33-43
[4]  
Data Quality Campaign, 2014, Teacher data literacy: It's about time
[5]  
Data Quality Campaign, 2015, ESEA REAUTH WHY DAT
[6]  
Data Quality Campaign, 2014, PAV PATH SUCC DAT AC
[7]  
Einav L., 2013, DATA REOLUTION EC AN
[8]  
Erickson T, 2003, DESIGNING VISUALIZAT
[9]   National, regional and international learning assessments: trends among developing countries, 1960-2009 [J].
Kamens, David H. ;
Benavot, Aaron .
GLOBALISATION SOCIETIES AND EDUCATION, 2011, 9 (02) :285-300
[10]   WHY A DIAGRAM IS (SOMETIMES) WORTH 10000 WORDS [J].
LARKIN, JH ;
SIMON, HA .
COGNITIVE SCIENCE, 1987, 11 (01) :65-99