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Educational Data Mi...
Educational Data Mining and Learning Analytics in Programming : Literature Review and Case Studies
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- Ihantola, Petri (författare)
- Tampere University of Technology, Finland
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- Vihavainen, Arto (författare)
- University of Helsinki, Finland
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- Ahadi, Alireza (författare)
- University of Technology, Australia
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- Butler, Matthew (författare)
- Monash University, Australia
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- Börstler, Jürgen (författare)
- Blekinge Tekniska Högskola,Institutionen för programvaruteknik,Blekinge Institute of Technology
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- Edwards, Stephen H. (författare)
- Virginia Tech, USA
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- Isohanni, Essi (författare)
- Tampere University of Technology, Finland
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- Korhonen, Ari (författare)
- Aalto University, Finland
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- Petersen, Andrew (författare)
- University of Toronto, Canada
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- Rivers, Kelly (författare)
- Carnegie Mellon University, USA
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- Rubio, Miguel Ángel (författare)
- University of Granada, Spain
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- Sheard, Judy (författare)
- Monash University, Australia
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- Skupas, Bronius (författare)
- Vilnius University, Lithuania
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- Spacco, Jaime (författare)
- Knox College, USA
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- Szabo, Claudia (författare)
- The University of Adelaide, Australia
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- Toll, Daniel, 1978- (författare)
- Linnéuniversitetet,Institutionen för datavetenskap (DV)
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(creator_code:org_t)
- 2015-07-04
- 2016
- Engelska.
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Ingår i: Proceedings of the 2015 ITiCSE on Working Group Reports. - New York, NY, USA : ACM Digital Library. - 9781450341462 ; , s. 41-63
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http://doi.acm.org/1...
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https://bth.diva-por... (primary) (Raw object)
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http://dl.acm.org/ft...
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http://dl.acm.org/ci...
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https://urn.kb.se/re...
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https://doi.org/10.1...
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https://urn.kb.se/re...
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Abstract
Ämnesord
Stäng
- Educational data mining and learning analytics promise better understanding of student behavior and knowledge, as well as new information on the tacit factors that contribute to student actions. This knowledge can be used to inform decisions related to course and tool design and pedagogy, and to further engage students and guide those at risk of failure. This working group report provides an overview of the body of knowledge regarding the use of educational data mining and learning analytics focused on the teaching and learning of programming. In a literature survey on mining students' programming processes for 2005-2015, we observe a significant increase in work related to the field. However, the majority of the studies focus on simplistic metric analysis and are conducted within a single institution and a single course. This indicates the existence of further avenues of research and a critical need for validation and replication to better understand the various contributing factors and the reasons why certain results occur. We introduce a novel taxonomy to analyse replicating studies and discuss the importance of replicating and reproducing previous work. We describe what is the state of the art in collecting and sharing programming data. To better understand the challenges involved in replicating or reproducing existing studies, we report our experiences from three case studies using programming data. Finally, we present a discussion of future directions for the education and research community.
Ämnesord
- NATURVETENSKAP -- Data- och informationsvetenskap -- Programvaruteknik (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Software Engineering (hsv//eng)
- SAMHÄLLSVETENSKAP -- Utbildningsvetenskap -- Didaktik (hsv//swe)
- SOCIAL SCIENCES -- Educational Sciences -- Didactics (hsv//eng)
- NATURVETENSKAP -- Data- och informationsvetenskap -- Datavetenskap (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Computer Sciences (hsv//eng)
Nyckelord
- Educational data mining
- learning analytics
- literature review
- programming
- replication
- Computer and Information Sciences Computer Science
Publikations- och innehållstyp
- ref (ämneskategori)
- kon (ämneskategori)
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Till lärosätets databas
- Av författaren/redakt...
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Ihantola, Petri
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Vihavainen, Arto
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Ahadi, Alireza
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Butler, Matthew
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Börstler, Jürgen
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Edwards, Stephen ...
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visa fler...
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Isohanni, Essi
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Korhonen, Ari
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Petersen, Andrew
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Rivers, Kelly
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Rubio, Miguel Án ...
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Sheard, Judy
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Skupas, Bronius
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Spacco, Jaime
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Szabo, Claudia
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Toll, Daniel, 19 ...
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visa färre...
- Om ämnet
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- NATURVETENSKAP
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NATURVETENSKAP
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och Data och informa ...
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och Programvarutekni ...
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- SAMHÄLLSVETENSKAP
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SAMHÄLLSVETENSKA ...
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och Utbildningsveten ...
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och Didaktik
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- NATURVETENSKAP
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NATURVETENSKAP
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och Data och informa ...
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och Datavetenskap
- Artiklar i publikationen
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Proceedings of t ...
- Av lärosätet
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Blekinge Tekniska Högskola
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Linnéuniversitetet