Interpreting Evidence-of-Learning: Educational research in the era of big data

被引:18
作者
Cope, Bill [1 ]
Kalantzis, Mary [1 ]
机构
[1] Univ Illinois, Champaign, IL 61820 USA
来源
OPEN REVIEW OF EDUCATIONAL RESEARCH | 2015年 / 2卷 / 01期
关键词
big data; educational research; research methodologies; data science; data publishing; research ethics;
D O I
10.1080/23265507.2015.1074870
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
In this article, we argue that big data can offer new opportunities and roles for educational researchers. In the traditional model of evidence-gathering and interpretation in education, researchers are independent observers, who pre-emptively create instruments of measurement, and insert these into the educational process in specialized times and places (a pre-test or post-test, a survey, an interview, a focus group). The 'big data' approach is to collect data through practice-integrated research. If a record is kept of everything that happens, then it is possible analyze what happened, ex post facto. Data collection is embedded. It is on-the-fly and ever-present. With the relevant analysis and presentation software, the data is readable in the form of data reports, analytics dashboards and visualizations. We explore the methodological consequences of these developments for research methods.
引用
收藏
页码:218 / 239
页数:22
相关论文
共 92 条
[1]  
Anderson C, 2008, END THEORY DATA DELU
[2]  
[Anonymous], 2012, GOVERNANCE STUDIES B
[3]  
[Anonymous], 2012, ENHANCING TEACHING L
[4]  
Armour-Thomas E. &., 2013, UNDERSTANDING ASSESS
[5]  
Baker R.S., 2013, J ED DATA MINING, V5, P1, DOI [https://doi.org/10.5281/zenodo.3554619, DOI 10.5281/ZENODO.3554619]
[6]  
Baker R, 2014, CAMBRIDGE HANDBOOK OF THE LEARNING SCIENCES, 2ND EDITION, P253
[7]  
Barnes T, 2008, LECT NOTES COMPUT SC, V5091, P373
[8]  
Behrens J. T., 2013, GORDON COMMISSION FU, P101
[9]   Educational Data Mining and Learning Analytics: Applications to Constructionist Research [J].
Berland, Matthew ;
Baker, Ryan S. ;
Blikstein, Paulo .
TECHNOLOGY KNOWLEDGE AND LEARNING, 2014, 19 (1-2) :205-220
[10]   TRAINING IN SELF-EXPLANATION AND SELF-REGULATION STRATEGIES - INVESTIGATING THE EFFECTS OF KNOWLEDGE ACQUISITION ACTIVITIES ON PROBLEM-SOLVING [J].
BIELACZYC, K ;
PIROLLI, PL ;
BROWN, AL .
COGNITION AND INSTRUCTION, 1995, 13 (02) :221-252