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

作者: Bill Cope , Mary Kalantzis

DOI: 10.1080/23265507.2015.1074870

关键词: World Wide WebFocus groupData publishingBig dataAnalyticsEducational researchMultimethodologyResearch ethicsData scienceComputer scienceData collection

摘要: AbstractIn this article, we argue that big data can offer new opportunities and roles for educational researchers. In the traditional model of evidence-gathering interpretation in education, researchers are independent observers, who pre-emptively create instruments measurement, insert these into process specialized times places (a pre-test or post-test, a survey, an interview, focus group). The ‘big data’ approach is to collect through practice-integrated research. If record kept everything happens, then it possible analyze what happened, ex post facto. Data collection embedded. It on-the-fly ever-present. With relevant analysis presentation software, readable form reports, analytics dashboards visualizations. We explore methodological consequences developments research methods.

参考文章(75)
Hua-Hua Chang, Psychometrics Behind Computerized Adaptive Testing Psychometrika. ,vol. 80, pp. 1- 20 ,(2015) , 10.1007/S11336-014-9401-5
Paul Black, Dylan Wiliam, None, Assessment and Classroom Learning Assessment in Education: Principles, Policy & Practice. ,vol. 5, pp. 7- 74 ,(1998) , 10.1080/0969595980050102
Kristin M. Tolle, D. Stewart W. Tansley, Anthony J. G. Hey, The Fourth Paradigm: Data-Intensive Scientific Discovery [Point of View] Proceedings of the IEEE. ,vol. 99, pp. 1334- 1337 ,(2011) , 10.1109/JPROC.2011.2155130
A. D. I. Kramer, J. E. Guillory, J. T. Hancock, Experimental evidence of massive-scale emotional contagion through social networks Proceedings of the National Academy of Sciences of the United States of America. ,vol. 111, pp. 8788- 8790 ,(2014) , 10.1073/PNAS.1320040111
Matthew Berland, Ryan S. Baker, Paulo Blikstein, Educational Data Mining and Learning Analytics: Applications to Constructionist Research. Technology, Knowledge, and Learning. ,vol. 19, pp. 205- 220 ,(2014) , 10.1007/S10758-014-9223-7
Robert J. Mislevy, Linda S. Steinberg, F. Jay Breyer, Russell G. Almond, Lynn Johnson, Making Sense of Data From Complex Assessments Applied Measurement in Education. ,vol. 15, pp. 363- 389 ,(2002) , 10.1207/S15324818AME1504_03
David M. Nichols, Michael B. Twidale, Sally Jo Cunningham, Metadatapedia Proceedings of the 2012 iConference on - iConference '12. pp. 370- 376 ,(2012) , 10.1145/2132176.2132224
A. H. Renear, C. L. Palmer, Strategic Reading, Ontologies, and the Future of Scientific Publishing Science. ,vol. 325, pp. 828- 832 ,(2009) , 10.1126/SCIENCE.1157784
Katerine Bielaczyc, Peter L. Pirolli, Ann L. Brown, Training in Self-Explanation and Self-Regulation Strategies: Investigating the Effects of Knowledge Acquisition Activities on Problem Solving Cognition and Instruction. ,vol. 13, pp. 221- 252 ,(1995) , 10.1207/S1532690XCI1302_3