Application of Big Data in Education Data Mining and Learning Analytics-A Literature Review

The usage of learning management systems in education has been increasing in the last few years. Students have started using mobile phones, primarily smart phones that have become a part of their daily life, to access online content. Student's online activities generate enormous amount of unused data that are wasted as traditional learning analytics are not capable of processing them. This has resulted in the penetration of Big Data technologies and tools into education, to process the large amount of data involved. This study looks into the recent applications of Big Data technologies in education and presents a review of literature available on Educational Data Mining and Learning Analytics.

[1]  Anthony G. Picciano The Evolution of Big Data and Learning Analytics in American Higher Education , 2012 .

[2]  Marta E. Zorrilla,et al.  Data Mining and Social Network Analysis in the Educational Field: An Application for Non-Expert Users , 2014 .

[3]  Mustafa Mat Deris,et al.  Mining significant association rules from educational data using critical relative support approach , 2011 .

[4]  Carlos Márquez-Vera,et al.  Predicting School Failure Using Data Mining , 2011, EDM.

[5]  George Siemens,et al.  Learning analytics and educational data mining: towards communication and collaboration , 2012, LAK.

[6]  Saurabh Pal,et al.  Mining Educational Data to Reduce Dropout Rates of Engineering Students , 2012 .

[7]  Matthew D. Pistilli,et al.  Course signals at Purdue: using learning analytics to increase student success , 2012, LAK.

[8]  Hendrik Drachsler,et al.  Translating Learning into Numbers: A Generic Framework for Learning Analytics , 2012, J. Educ. Technol. Soc..

[9]  Katrien Verbert,et al.  Learning analytics as a "middle space" , 2013, LAK '13.

[10]  Hendrik Drachsler,et al.  The pulse of learning analytics understandings and expectations from the stakeholders , 2012, LAK.

[11]  Anupama Chadha,et al.  An Empirical Study of the Applications of Data Mining Techniques in Higher Education , 2011 .

[12]  Ulrik Schroeder,et al.  A reference model for learning analytics , 2012 .

[13]  Rebecca Ferguson,et al.  Learning analytics: drivers, developments and challenges , 2012 .

[14]  Wilhelmiina Hämäläinen,et al.  Classifiers for educational data mining , 2010 .

[15]  George Siemens Connectivism: A Learning Theory for the Digital Age , 2004 .

[16]  Kristy Elizabeth Boyer,et al.  Predicting Learning and Affect from Multimodal Data Streams in Task-Oriented Tutorial Dialogue , 2014, EDM.

[17]  Davide Taibi,et al.  Fostering Analytics on Learning Analytics Research: the LAK Dataset , 2013, LAK.

[18]  Mathieu d'Aquin,et al.  Interpreting data mining results with linked data for learning analytics: motivation, case study and directions , 2013, LAK '13.

[19]  Zane L. Berge,et al.  Learning analytics as a tool for closing the assessment loop in higher education , 2012 .

[20]  Alaa M. El-Halees,et al.  Mining educational data to improve students' performance: a case study , 2012 .

[21]  Sebastián Ventura,et al.  Classification via clustering for predicting final marks starting from the student participation in Forums , 2012, EDM.

[22]  Stephen Bell,et al.  Big Data in Education , 2017, Encyclopedia of Education and Information Technologies.

[23]  Michel C. Desmarais,et al.  Predictive performance of prevailing approaches to skills assessment techniques: Insights from real vs. synthetic data sets , 2014, EDM.

[24]  Doug Clow,et al.  MOOCs and the funnel of participation , 2013, LAK '13.

[25]  Simon Buckingham Shum,et al.  Learning dispositions and transferable competencies: pedagogy, modelling and learning analytics , 2012, LAK.

[26]  Rebecca Ferguson,et al.  Learning analytics to identify exploratory dialogue within synchronous text chat , 2011, LAK.

[27]  Toon Calders,et al.  Introduction to the special section on educational data mining , 2012, SKDD.

[28]  Zaidatun Tasir,et al.  Educational data mining: A review , 2013 .

[29]  Jing Zhang,et al.  EDUCATIONAL DATA MINING , 2016 .

[30]  Paulo Blikstein,et al.  Using learning analytics to assess students' behavior in open-ended programming tasks , 2011, LAK.

[31]  Marek Hatala,et al.  A qualitative evaluation of evolution of a learning analytics tool , 2012, Comput. Educ..

[32]  R. B. Sachin,et al.  A Survey and Future Vision of Data Mining in Educational Field , 2012, 2012 Second International Conference on Advanced Computing & Communication Technologies.

[33]  Marcelo Worsley,et al.  What's an Expert? Using Learning Analytics to Identify Emergent Markers of Expertise through Automated Speech, Sentiment and Sketch Analysis , 2011, EDM.

[34]  Umesh Kumar Pandey,et al.  Data Mining : A prediction of performer or underperformer using classification , 2011, ArXiv.

[35]  Heng Ngee Mok Teaching Tip: The Flipped Classroom , 2014, J. Inf. Syst. Educ..

[36]  Shane Dawson,et al.  Informing Pedagogical Action , 2013 .

[37]  John P. Campbell,et al.  Analytics in Higher Education: Establishing a Common Language , 2012 .

[38]  Janice D. Gobert,et al.  Leveraging Educational Data Mining for Real-time Performance Assessment of Scientific Inquiry Skills within Microworlds , 2012, EDM 2012.

[39]  Zachary A. Pardos,et al.  Spectral Clustering in Educational Data Mining , 2011, EDM.

[40]  R. Bhaskaran,et al.  A CHAID Based Performance Prediction Model in Educational Data Mining , 2010, ArXiv.

[41]  Sebastián Ventura,et al.  Mining Rare Association Rules from e-Learning Data , 2010, EDM.

[42]  Saurabh Pal,et al.  Mining Educational Data to Analyze Students' Performance , 2012, ArXiv.

[43]  Erik Duval,et al.  Learning Analytics Dashboard Applications , 2013 .

[44]  George Siemens,et al.  Penetrating the fog: analytics in learning and education , 2014 .

[45]  Sebastián Ventura,et al.  Data mining in education , 2013, WIREs Data Mining Knowl. Discov..

[46]  George Siemens,et al.  Learning analytics: envisioning a research discipline and a domain of practice , 2012, LAK.

[47]  Surjeet Kumar Yadav,et al.  Data Mining Applications: A comparative Study for Predicting Student's performance , 2012, ArXiv.

[48]  Wim M. G. Jochems,et al.  Usage reporting on recorded lectures using educational data mining , 2012, Int. J. Learn. Technol..

[49]  Janet E. Hurn,et al.  Using learning analytics to predict (and improve) student success: a faculty perspective , 2013 .

[50]  Zoran Popovic,et al.  Learning Individual Behavior in an Educational Game: A Data-Driven Approach , 2014, EDM.

[51]  Bhise R.B Importance of Data Mining in Higher Education System , 2013 .

[52]  S. Parack,et al.  Application of data mining in educational databases for predicting academic trends and patterns , 2012, 2012 IEEE International Conference on Technology Enhanced Education (ICTEE).

[53]  Janice D. Gobert,et al.  From Log Files to Assessment Metrics: Measuring Students' Science Inquiry Skills Using Educational Data Mining , 2013, Journal of the Learning Sciences.

[54]  Paulo Blikstein,et al.  Multimodal learning analytics , 2013, LAK '13.

[55]  Erik Duval,et al.  Dataset-Driven Research to Support Learning and Knowledge Analytics , 2012, J. Educ. Technol. Soc..

[56]  Athanasios V. Vasilakos,et al.  Big data: From beginning to future , 2016, Int. J. Inf. Manag..

[57]  Peggy A. Ertmer,et al.  Behaviorism, Cognitivism, Constructivism: Comparing Critical Features From an Instructional Design Perspective , 2008 .

[58]  Paul Baepler,et al.  Academic Analytics and Data Mining in Higher Education , 2010 .

[59]  Saurabh Pal,et al.  Data Mining: A prediction for performance improvement using classification , 2012, ArXiv.

[60]  Neelamadhab Padhy,et al.  The Survey of Data Mining Applications And Feature Scope , 2012, ArXiv.

[61]  Carlos Delgado Kloos,et al.  Stepping out of the box: towards analytics outside the learning management system , 2011, LAK.

[62]  Kenneth R. Koedinger,et al.  A Data Repository for the EDM Community: The PSLC DataShop , 2010 .

[63]  Rebecca Ferguson,et al.  Social learning analytics: five approaches , 2012, LAK.

[64]  Alyssa Friend Wise,et al.  Learning analytics for online discussions: a pedagogical model for intervention with embedded and extracted analytics , 2013, LAK '13.

[65]  Paul Prinsloo,et al.  An evaluation of policy frameworks for addressing ethical considerations in learning analytics , 2013, LAK '13.

[66]  Shane Dawson,et al.  Numbers Are Not Enough. Why e-Learning Analytics Failed to Inform an Institutional Strategic Plan , 2012, J. Educ. Technol. Soc..

[67]  Sebastián Ventura,et al.  A Java Desktop Tool for Mining Moodle Data , 2011, EDM.

[68]  P. Prinsloo,et al.  Learning Analytics , 2013 .

[69]  Austin Gibbons,et al.  Learning Analytics , 2014, Encyclopedia of Social Network Analysis and Mining.

[70]  Michael Jahrer,et al.  Collaborative Filtering Applied to Educational Data Mining , 2010 .

[71]  Doug Clow An overview of learning analytics , 2013 .

[72]  Sebastián Ventura,et al.  Educational Data Mining: A Review of the State of the Art , 2010, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[73]  Abeer Badr El Din Ahmed,et al.  Data Mining: A prediction for Student's Performance Using Classification Method , 2014 .

[74]  Robert J. Mislevy,et al.  Design and Discovery in Educational Assessment: Evidence-Centered Design, Psychometrics, and Educational Data Mining , 2012, EDM 2012.

[75]  Cath Ellis,et al.  Broadening the scope and increasing the usefulness of learning analytics: The case for assessment analytics , 2013, Br. J. Educ. Technol..

[76]  E. Duval Attention please!: learning analytics for visualization and recommendation , 2011, LAK.

[77]  Mike Eaton The flipped classroom , 2017, The clinical teacher.

[78]  Surjeet Kumar Yadav,et al.  Data Mining: A Prediction for Performance Improvement of Engineering Students using Classification , 2012, ArXiv.

[79]  Agathe Merceron,et al.  A Data Model to Ease Analysis and Mining of Educational Data , 2010, EDM.

[80]  Umesh Kumar Pandey,et al.  A Data Mining view on Class Room Teaching Language , 2011, ArXiv.

[81]  Baltasar Fernández-Manjón,et al.  Virtual Worlds for Serious Applications ( VS-GAMES ' 12 ) Tracing a little for big Improvements : Application of Learning Analytics and Videogames for Student Assessment , 2013 .

[82]  Ryan S. Baker,et al.  Educational Data Mining and Learning Analytics , 2014 .

[83]  Ryan S. Baker,et al.  The Potentials of Educational Data Mining for Researching Metacognition, Motivation and Self-Regulated Learning , 2013, EDM 2013.

[84]  Abtar Kaur,et al.  Assessment of online interaction pattern using the Q-4R framework , 2011 .

[85]  Doug Clow,et al.  The learning analytics cycle: closing the loop effectively , 2012, LAK.

[86]  Alejandro Peña Ayala,et al.  Educational data mining: A survey and a data mining-based analysis of recent works , 2014, Expert Syst. Appl..

[87]  George Siemens,et al.  Guest Editorial - Learning and Knowledge Analytics , 2012, J. Educ. Technol. Soc..

[88]  Jafar Habibi,et al.  Using Educational Data Mining Methods to Study the Impact of Virtual Classroom in E-Learning , 2010, EDM.

[89]  Dennis Zielke,et al.  Design and Implementation of a Learning Analytics Toolkit for Teachers , 2012, J. Educ. Technol. Soc..

[90]  Lars Schmidt-Thieme,et al.  Recommender system for predicting student performance , 2010, RecSysTEL@RecSys.

[91]  Rebecca Ferguson,et al.  Social Learning Analytics , 2012, J. Educ. Technol. Soc..