Open Learner Models in Smart Learning Environments

Smart learning environments (SLEs), like all adaptive learning systems, are built around the learner model and use it to support a variety of interventions such as mastery learning, scaffolding, adaptive sequencing, and adaptive navigation support. Open learner models (OLMs) “expose” the learner data to users through easily perceivable visual representations aiming to improve student self-reflection and self-regulated learning and also increase user motivation and even foster collaboration. This chapter presents the evolution and current state of OLMs, summarizes related research in the field emphasizing on OLM types, locus of control between the system and the user and visualizations categorized on the basis of quantized/continuous and structured/unstructured representations. OLM cases implementing typical SLEs features are described, along with representative real-life scenarios of incorporating OLMs in SLEs. Moreover, the chapter provides guidelines for designing effective OLMs and discusses current research trends in this active scientific field.

[1]  Peter Brusilovsky,et al.  Open user profiles for adaptive news systems: help or harm? , 2007, WWW '07.

[2]  Vincent Wade,et al.  Just-in-time Generation of Pedagogically Sound, Context Sensitive Personalized Learning Experiences , 2006 .

[3]  Yeonjeong Park,et al.  Development of the Learning Analytics Dashboard to Support Students' Learning Performance , 2015, J. Univers. Comput. Sci..

[4]  Elaine M. Raybourn,et al.  Exploring e-Portfolios as Independent Open Learner Models: Toward Army Learning Concept 2015. , 2011 .

[5]  Anthony Jameson,et al.  Pros and Cons of Controllability: An Empirical Study , 2002, AH.

[6]  Susan Bull,et al.  A haptic learner model , 2006 .

[7]  Judy Kay,et al.  Open Learner Models , 2010, Advances in Intelligent Tutoring Systems.

[8]  Peter Brusilovsky,et al.  ELM-ART: An Adaptive Versatile System for Web-based Instruction , 2001 .

[9]  Peter Brusilovsky,et al.  Engaging students to work with self-assessment questions: a study of two approaches , 2005, ITiCSE '05.

[10]  Susan Bull,et al.  Use and Trust of Simple Independent Open Learner Models to Support Learning within and across Courses , 2009, UMAP.

[11]  Paul Brna,et al.  The Design and Implementation of a Graphical Communication Medium for Interactive Open Learner Modelling , 2002, Intelligent Tutoring Systems.

[12]  Serge Garlatti,et al.  Towards Personal infrastructure to manage long term open learner models , 2016, UMAP.

[13]  Antonija Mitrovic,et al.  Evaluating the Effect of Open Student Models on Self-Assessment , 2007, Int. J. Artif. Intell. Educ..

[14]  Jing Xu,et al.  Preferences in Multiple-View Open Learner Models , 2010, EC-TEL.

[15]  Frank Linton,et al.  Recommender Systems for Learning: Building User and Expert Models through Long-Term Observation of Application Use , 2000, User Modeling and User-Adapted Interaction.

[16]  Susan Bull,et al.  Comparing Student-Constructed Open Learner Model Presentations to the Domain , 2007, AIED.

[17]  Susan Bull,et al.  Visualising Uncertainty for Open Learner Model Users , 2014, UMAP Workshops.

[18]  Susan Bull,et al.  See Yourself Write: A Simple Student Model to Make Students Think , 1997 .

[19]  Andrew Cain,et al.  User Perceptions of Using an Open Learner Model Visualisation Tool for Facilitating Self-regulated Learning , 2017, ACE '17.

[20]  Peter Brusilovsky,et al.  Adaptive Navigation Support: From Adaptive Hypermedia to the Adaptive Web and Beyond , 2004, PsychNology J..

[21]  Vania Dimitrova,et al.  STyLE-OLM: Interactive Open Learner Modelling , 2003, Int. J. Artif. Intell. Educ..

[22]  Wei Jiang,et al.  Space-filling Techniques in Visualizing Output from Computer Based Economic Models , 2006 .

[23]  Carrie Demmans Epp,et al.  Evaluating the Effect of Uncertainty Visualisation in Open Learner Models on Students' Metacognitive Skills , 2017, AIED.

[24]  Susan Bull,et al.  Integrating and Visualising Diagnostic Information for the Benefit of Learning , 2015 .

[25]  John R. Anderson,et al.  Knowledge tracing: Modeling the acquisition of procedural knowledge , 2005, User Modeling and User-Adapted Interaction.

[26]  Amruth Kumar,et al.  The Effect of Open Student Model on Learning: A Study , 2007, AIED.

[27]  Susan Bull,et al.  Helping Learners to Understand Themselves with a Learner Model Open to Students, Peers and Instructors , 2002 .

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

[29]  Susan Bull,et al.  The Potential for Chatbots in Negotiated Learner Modelling: A Wizard-of-Oz Study , 2006, Intelligent Tutoring Systems.

[30]  Hepu Deng,et al.  Investigating learner preferences in an open learner model (OLM) program: A Malaysian case study , 2014 .

[31]  Judy Kay,et al.  Concept mapping for eliciting verified personal ontologies , 2004 .

[32]  Judy Kay,et al.  Learner Know Thyself: Student Models to Give Learner Control and Responsibility , 1997 .

[33]  Antonija Mitrovic,et al.  Evaluating the Effectiveness of Multiple Open Student Models in EER-Tutor , 2010 .

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

[35]  John Self Bypassing the intractable problem of student modelling , 1988 .

[36]  Ali A. Al-Jadaa,et al.  Enhancing the intelligence of web tutoring systems using a multi-entry based open learner model , 2017, ICC.

[37]  Juho Koro,et al.  Usefulness of information visualizations based on educational data , 2014, 2014 IEEE Global Engineering Education Conference (EDUCON).

[38]  Vincent Aleven,et al.  Limitations of Student Control: Do Students Know When They Need Help? , 2000, Intelligent Tutoring Systems.

[39]  Peter Brusilovsky,et al.  Guiding students to the right questions: adaptive navigation support in an E-Learning system for Java programming , 2010, J. Comput. Assist. Learn..

[40]  Peter Brusilovsky Intelligent Interfaces for Open Social Student Modeling , 2017, SmartLearn@IUI.

[41]  Susan Bull,et al.  Interaction Preferences and Learning in an Inspectable Learner Model for Language , 2009, AIED.

[42]  Susan Bull,et al.  An Intelligent Learning Environment with an Open Learner Model for the Desktop PC and Pocket PC , 2003 .

[43]  Susan Bull,et al.  Supporting Interaction Preferences and Recognition of Misconceptions with Independent Open Learner Models , 2008, AH.

[44]  Moffat Mathews,et al.  Do Your Eyes Give It Away? Using Eye Tracking Data to Understand Students' Attitudes towards Open Student Model Representations , 2012, ITS.

[45]  Vincent Aleven,et al.  Supporting Students' Self-Regulated Learning with an Open Learner Model in a Linear Equation Tutor , 2013, AIED.

[46]  Vincent Aleven,et al.  Enhancing learning outcomes through self-regulated learning support with an Open Learner Model , 2017, User Modeling and User-Adapted Interaction.

[47]  Susan Bull,et al.  Introduction of learning visualisations and metacognitive support in a persuadable open learner model , 2016, LAK.

[48]  Helen Pain,et al.  Effects of Inspecting Learner Models on Learners' Abilities , 2001 .

[49]  Susan Bull,et al.  Belief Exploration in a Multiple-Media Open Learner Model for Basic Harmony , 2009, AIED.

[50]  Susan Bull,et al.  Encouraging advanced second language speakers to recognise their language difficulties: a personalised computer-based approach , 2010 .

[51]  Peter Brusilovsky,et al.  User-controllable personalization: A case study with SetFusion , 2015, Int. J. Hum. Comput. Stud..

[52]  Susan Bull,et al.  Student Preferences for Editing, Persuading, and Negotiating the Open Learner Model , 2006, Intelligent Tutoring Systems.

[53]  Erik Duval,et al.  Goal-oriented visualizations of activity tracking: a case study with engineering students , 2012, LAK.

[54]  M. Lepper,et al.  Intrinsic motivation and the process of learning: Beneficial effects of contextualization, personalization, and choice. , 1996 .

[55]  B. Sangeetha,et al.  Who Wants to Be a Chemist? Formative Assessment Made Fun and Engaging. , 2018 .

[56]  Peter Brusilovsky,et al.  QuizMap: Open Social Student Modeling and Adaptive Navigation Support with TreeMaps , 2011, EC-TEL.

[57]  Gwo-Jen Hwang,et al.  Definition, framework and research issues of smart learning environments - a context-aware ubiquitous learning perspective , 2014, Smart Learning Environments.

[58]  Peter Brusilovsky,et al.  An Intelligent Interface for Learning Content: Combining an Open Learner Model and Social Comparison to Support Self-Regulated Learning and Engagement , 2016, IUI.

[59]  Judy Kay,et al.  SMILI☺: a Framework for Interfaces to Learning Data in Open Learner Models, Learning Analytics and Related Fields , 2016, International Journal of Artificial Intelligence in Education.

[60]  Susan Bull,et al.  Alternative Views on Knowledge: Presentation of Open Learner Models , 2004, Intelligent Tutoring Systems.

[61]  Paul Brna,et al.  Opening up the Interpretation Process in an Open Learner Model , 2007, Int. J. Artif. Intell. Educ..

[62]  Susan Bull,et al.  Consultation of Misconceptions Representations by Students in Education-Related Courses , 2009, AIED.

[63]  Susan Bull,et al.  20000 Inspections of a Domain-Independent Open Learner Model with Individual and Comparison Views , 2006, Intelligent Tutoring Systems.

[64]  Carlos Delgado Kloos,et al.  GLASS: a learning analytics visualization tool , 2012, LAK '12.

[65]  Peter Brusilovsky,et al.  KnowledgeZoom for Java: A Concept-Based Exam Study Tool with a Zoomable Open Student Model , 2013, 2013 IEEE 13th International Conference on Advanced Learning Technologies.

[66]  Jim E. Greer,et al.  Inspectable Bayesian student modelling servers in multi-agent tutoring systems , 2004, Int. J. Hum. Comput. Stud..

[67]  Beverly Park Woolf,et al.  Student Modeling , 2010, Advances in Intelligent Tutoring Systems.

[68]  Christoph Peylo,et al.  W2 - Adaptive and Intelligent Web-Based Education Systems , 2003, Intelligent Tutoring Systems.

[69]  George D. Magoulas,et al.  Personalizing the Interaction in a Web-based Educational Hypermedia System: the case of INSPIRE , 2003, User Modeling and User-Adapted Interaction.

[70]  Steven F. Quigley,et al.  Computer-based formative assessment to promote reflection and learner autonomy , 2006 .

[71]  Albert T. Corbett,et al.  Student Modeling in the ACT Programming Tutor: Adjusting a Procedural Learning Model With Declarative Knowledge , 1997 .

[72]  S. Graf,et al.  Adaptive and Intelligent Web-Based Educational Systems , 2009 .

[73]  Ismael Pascual-Nieto,et al.  A Study on the Possibility of Automatically Estimating the Confidence Value of Students' Knowledge in Generated Conceptual Models , 2007, J. Comput..

[74]  Peter Brusilovsky,et al.  Individual and Peer Comparison Open Learner Model Visualisations to Identify What to Work On Next , 2016, UMAP.

[75]  Judy Kay,et al.  Metacognition and Open Learner Models , 2008 .

[76]  Richard E. Mayer,et al.  e-Learning and the Science of Instruction , 2016 .

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

[78]  Antonija Mitrovic,et al.  Preliminary Evaluation of a Negotiable Student Model in a Constraint-Based its , 2010, Res. Pract. Technol. Enhanc. Learn..

[79]  Laura K. Allen,et al.  How to Visualize Success: Presenting Complex Data in a Writing Strategy Tutor , 2015, EDM.

[80]  Judy Kay,et al.  Student Models that Invite the Learner In: The SMILI: () Open Learner Modelling Framework , 2007, Int. J. Artif. Intell. Educ..

[81]  Rafael García,et al.  INGRID: A Web Service Tool for Hierarchical Open Learner Model Visualization , 2011, UMAP Workshops.

[82]  Dror Ben-Naim,et al.  Visualization and Analysis of Student Interactions in an Adaptive Exploratory Learning Environment , 2008 .

[83]  Zhi-Ting Zhu,et al.  A research framework of smart education , 2016, Smart Learning Environments.

[84]  Anthony Jameson,et al.  Numerical uncertainty management in user and student modeling: An overview of systems and issues , 2005, User Modeling and User-Adapted Interaction.

[85]  Susan Bull,et al.  An Open Learner Model for Children and Teachers: Inspecting Knowledge Level of Individuals and Peers , 2004, Intelligent Tutoring Systems.

[86]  Vincent Aleven,et al.  Active Learners: Redesigning an Intelligent Tutoring System to Support Self-regulated Learning , 2013, EC-TEL.

[87]  H. Pain,et al.  ' Did I say what I think I said , and do you agree with me ? ' : Inspecting and Questioning the Student Model , 1995 .

[88]  Paula J. Durlach,et al.  Open Social Student Modeling for Personalized Learning , 2016, IEEE Transactions on Emerging Topics in Computing.

[89]  Susan Bull,et al.  An open learner model for trainee pilots , 2008 .

[90]  Judy Kay,et al.  Open Learner Models as Drivers for Metacognitive Processes , 2013 .

[91]  Vladimir Zadorozhny,et al.  The Value of Social: Comparing Open Student Modeling and Open Social Student Modeling , 2015, UMAP.

[92]  Study of Graphical Issues in a Tool for Dynamically Visualising Student Models , 2003 .

[93]  Susan Bull,et al.  UMPTEEN: Named and Anonymous Learner Model Access for Instructors and Peers , 2007, Int. J. Artif. Intell. Educ..

[94]  Susan Bull,et al.  Children's Interactions with Inspectable and Negotiated Learner Models , 2008, Intelligent Tutoring Systems.