Educational data mining: A MOOC experience

Ryan S. Baker; Yuan Wang; Luc Paquette; Vincent Aleven; Octav Popescu; Jonathan Sewall; Carolyn Rosé; Gaurav Singh Tomar; Oliver Ferschke; Jing Zhang; Michael J. Cennamo; Stephanie Ogden; Therese Condit; José Diaz; Scott Crossley; Danielle McNamara; Denise K. Comer; Collin F. Lynch; Rebecca Brown; Tiffany Barnes; Yoav Bergner

doi:10.1002/9781118998205.ch4

Educational data mining: A MOOC experience

Ryan S. Baker, Yuan Wang, Luc Paquette, Vincent Aleven, Octav Popescu, Jonathan Sewall, Carolyn Rosé, Gaurav Singh Tomar, Oliver Ferschke, Jing Zhang, Michael J. Cennamo, Stephanie Ogden, Therese Condit, José Diaz, Scott Crossley, Danielle McNamara, Denise K. Comer, Collin F. Lynch, Rebecca Brown, Tiffany BarnesYoav Bergner

Research output: Chapter in Book/Report/Conference proceeding › Chapter

3 Scopus citations

Abstract

This chapter describes MOOC on educational data mining (EDM)/learning analytics, Big Data in education (referred to later as BDEMOOC in some cases). It also describes BDEMOOC's goals, its design and pedagogy, its content, and the research it afforded. Big Data in education was offered in its first version on the Coursera platform as one of the inaugural courses offered by Columbia University. BDEMOOC's first iteration began on October 24, 2013. It officially ended on December 26, 2013, but the course remained open after that point. The second iteration of BDEMOOC had assignments developed in cognitive tutor authoring tools (CTAT). CTAT supports the rapid authoring of intelligent tutoring system activities that offer a step-by-step guidance for complex problem-solving activities. Like CTAT, Bazaar was integrated into the edX platform. BDEMOOC has supported a number of research projects, making it one of the more thoroughly studied MOOCs.

Original language	English (US)
Title of host publication	Data Mining And Learning Analytics
Subtitle of host publication	Applications in Educational Research
Publisher	Wiley-Blackwell
Pages	55-66
Number of pages	12
ISBN (Electronic)	9781118998205
ISBN (Print)	9781118998236
DOIs	https://doi.org/10.1002/9781118998205.ch4
State	Published - Oct 14 2016

Keywords

BDEMOOC
Bazaar platform
Big Data
Cognitive tutor authoring tools
Coursera platform
EdX platform
Educational data mining

ASJC Scopus subject areas

General Computer Science

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10.1002/9781118998205.ch4

Cite this

Baker, R. S., Wang, Y., Paquette, L., Aleven, V., Popescu, O., Sewall, J., Rosé, C., Tomar, G. S., Ferschke, O., Zhang, J., Cennamo, M. J., Ogden, S., Condit, T., Diaz, J., Crossley, S., McNamara, D., Comer, D. K., Lynch, C. F., Brown, R., ... Bergner, Y. (2016). Educational data mining: A MOOC experience. In Data Mining And Learning Analytics: Applications in Educational Research (pp. 55-66). Wiley-Blackwell. https://doi.org/10.1002/9781118998205.ch4

Baker, RS, Wang, Y, Paquette, L, Aleven, V, Popescu, O, Sewall, J, Rosé, C, Tomar, GS, Ferschke, O, Zhang, J, Cennamo, MJ, Ogden, S, Condit, T, Diaz, J, Crossley, S, McNamara, D, Comer, DK, Lynch, CF, Brown, R, Barnes, T & Bergner, Y 2016, Educational data mining: A MOOC experience. in Data Mining And Learning Analytics: Applications in Educational Research. Wiley-Blackwell, pp. 55-66. https://doi.org/10.1002/9781118998205.ch4

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Educational data mining: A MOOC experience

Abstract

Keywords

ASJC Scopus subject areas

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