Predicting Item Response Theory Parameters Using Question Statements Texts
Wemerson Marinho, Esteban Walter Clua, Luis Martí, Karla Marinho
págs. 1-10
Logs or Self-reports?: Misalignment Between Behavioral Trace Data and Surveys When Modeling Learner Achievement Goal Orientation
Heeryung Choi, Philip H. Winne, Christopher Brooks, Warren Li, Kerby Shedden
págs. 11-21
SeNA: Modelling Socio-spatial Analytics on Homophily by Integrating Social and Epistemic Network Analysis
Lixiang Yan, Roberto Martinez-Maldonado, Linxuan Zhao, Xinyu Li, Dragan Gasevic
págs. 22-32
TikTok as Learning Analytics Data: Framing Climate Change and Data Practices
págs. 33-43
Learning Analytics Dashboards: What Do Students Actually Ask For?
págs. 44-56
“That Student Should be a Lion Tamer!” StressViz: Designing a Stress Analytics Dashboard for Teachers
Riordan Dervin Alfredo, Lanbing Nie, Paul Kennedy, Tamara Power, Carolyn Hayes, Hui Chen, Carolyn McGregor, Zachari Swiecki, Dragan Gasevic, Roberto Martinez-Maldonado
págs. 57-67
Predictive Learning Analytics and University Teachers: Usage and Perceptions Three Years Post Implementation
Christothea Herodotou, Claire Maguire, Martin Hlosta, Paul Mulholland
págs. 68-78
Each Encounter Counts: Modeling Language Learning and Forgetting
Boxuan Ma, Gayan Prasad Hettiarachchi, Sora Fukui, Yuji Ando
págs. 79-88
Stanislav Pozdniakov, Roberto Martinez-Maldonado, Yi‐Shan Tsai, Vanessa Echeverria, Namrata Srivastava, Dragan Gasevic
págs. 89-99
Learner-centred Analytics of Feedback Content in Higher Education
Jionghao Lin, Wei Dai, Lisa Angelique Lim, Yi‐Shan Tsai, Rafael Ferreira Mello, Hassan Khosravi, Dragan Gasevic, Guanliang Chen
págs. 100-110
How to Build More Generalizable Models for Collaboration Quality?: Lessons Learned from Exploring Multi-contexts Audio-log Datasets Using Multimodal Learning Analytics
Pankaj Chejara, Luis P. Prieto, María Jesús Rodríguez Triana, Adolfo Ruiz Calleja, Reet Kasepalu, Shashi Kant Shankar
págs. 111-121
págs. 122-132
Are They Learning or Guessing?: Investigating Trial-and-Error Behavior with Limited Test Attempts
págs. 133-144
Names, Nicknames, and Spelling Errors: Protecting Participant Identity in Learning Analytics of Online Discussions
págs. 145-155
How to Open Science: A Principle and Reproducibility Review of the Learning Analytics and Knowledge Conference
págs. 156-164
Impact of Non-cognitive Interventions on Student Learning Behaviors and Outcomes: An Analysis of Seven Large-scale Experimental Inventions
Kirk P. Vanacore, Ashish Gurung, Andrew A. McReynolds, Allison S. Liu, Stacy T. Shaw, Neil Heffernan
págs. 165-174
CVPE: A Computer Vision Approach for Scalable and Privacy-preserving Socio-spatial, Multimodal Learning Analytics
Xinyu Li, Lixiang Yan, Linxuan Zhao, Roberto Martinez-Maldonado, Dragan Gasevic
págs. 175-185
METS: Multimodal Learning Analytics of Embodied Teamwork Learning
Linxuan Zhao, Zachari Swiecki, Dragan Gasevic, Lixiang Yan, Samantha Dix, Hollie Jaggard, Rosie Wotherspoon, Abra Osborne, Xinyu Li, Riordan Dervin Alfredo, Roberto Martinez-Maldonado
págs. 186-196
Student Profiles of Change in a University Course: A Complex Dynamical Systems Perspective
págs. 197-207
Effects of Modalities in Detecting Behavioral Engagement in Collaborative Game-based Learning
Fahmid Morshed Fahid, Seung Lee, Bradford Mott, Jessica Vandenberg, Halim Acosta, Thomas Brush, Krista Glazewski, Cindy E. Hmelo Silver, James Lester
págs. 208-218
págs. 219-229
págs. 230-239
The Current State of Using Learning Analytics to Measure and Support K-12 Student Engagement: a Scoping Review
págs. 240-249
When the Tutor Becomes the Student: Design and Evaluation of Efficient Scenario-based Lessons for Tutors
Danielle R. Thomas, Xinyu Yang, Shivang Gupta, Adetunji Adeniran, Elizabeth A. McLaughlin, Kenneth R. Koedinger
págs. 250-261
págs. 262-272
Lost in Translation: Determining the Generalizability of Temporal Models Across Course Contexts
págs. 273-283
págs. 284-292
When to Intervene?: Utilizing Two Facets of Temporality in Students’ SRL Processes in a Programming Course
págs. 293-302
Towards More Replicable Content Analysis for Learning Analytics
Kirsty Kitto, Catherine A. Manly, Rebecca Ferguson, Oleksandra Poquet
págs. 303-314
págs. 315-323
págs. 324-332
Multimodal Predictive Student Modeling with Multi-task Transfer Learning
Andrew Emerson, Wookhee Min, Jonathan Rowe, Roger Azevedo, James Lester
págs. 333-344
Trusting the Explainers: Teacher Validation of Explainable Artificial Intelligence for Course Design
págs. 345-356
The Doer Effect at Scale: Investigating Correlation and Causation Across Seven Courses
Rachel Van Campenhout, Bill Jerome, Jeffrey S. Dittel, Benny G. Johnson
págs. 357-365
págs. 366-377
págs. 378-387
págs. 388-398
Identification, Exploration, and Remediation: Can Teacher Predict Common Wrong Answers?
Ashish Gurung, Sami Baral, Kirk P. Vanacore, Andrew A. McReynolds, Hilary Kreisberg, Anthony F. Botelho, Stacy T. Shaw, Neil Heffernan
págs. 399-410
Learning Analytics and Stakeholder Inclusion: What Do We Mean When We Say “Human-centered”?
págs. 411-417
Sehrish Iqbal, Mladen Raković, Guanliang Chen, Tongguang Li, Rafael Ferreira Mello, Yizhou Fan, Giuseppe Fiorentino, Naif Radi Aljohani, Dragan Gasevic
págs. 418-429
Recurrence Quantification Analysis of Eye Gaze Dynamics During Team Collaboration
Robert G. Moulder, Brandon M. Booth, Angelina Abitino, Sidney D'Mello
págs. 430-440
Do Not Trust a Model Because It is Confident: Uncovering and Characterizing Unknown Unknowns to Student Success Predictors in Online-based Learning
págs. 441-452
págs. 453-463
The Student Zipf Theory: Inferring Latent Structures in Open-ended Student Work to Help Educators
págs. 464-475
Identifying Gaze Behavior Evolution via Temporal Fully-weighted Scanpath Graphs
Eduardo Davalos, Caleb Vatral, Clayton Cohn, Joyce Horn Fonteles, Gautam Biswas, Naveeduddin Mohammed, Madison J. Lee, Daniel T. Levin
págs. 476-487
Protected Attributes Tell Us Who, Behavior Tells Us How: A Comparison of Demographic and Behavioral Oversampling for Fair Student Success Modeling
Jade Maï Cock, Muhammad Bilal, Richard Lee Davis, Mirko Marras, Tanja Käser
págs. 488-498
Moral Machines or Tyranny of the Majority?: A Systematic Review on PredictiveBias in Education
Lin Li, Lele Sha, Yuheng Li, Mladen Raković, Jia Rong, Srećko Joksimović, Neil Selwyn, Dragan Gasevic, Guanliang Chen
págs. 499-508
Towards Explainable Prediction of Essay Cohesion in Portuguese and English
Hilário Oliveira, Rafael Ferreira Mello, Bruno Alexandre Barreiros Rosa, Mladen Raković, Péricles Miranda, Thiago Cordeiro, Seiji Isotani, Ig Ibert Bittencourt, Dragan Gasevic
págs. 509-519
Can We Empower Attentive E-reading with a Social Robot?: An Introductory Study with a Novel Multimodal Dataset and Deep Learning Approaches
págs. 520-530
págs. 531-537
págs. 538-544
The Role of Gender in Students’ Privacy Concerns about Learning Analytics: Evidence from Five Countries
René F. Kizilcec, Olga Viberg, Ioana Jivet, Alejandra Martínez Monés, Alice Oh, Stefan Hrastinski, Chantal Mutimukwe, Maren Scheffel
págs. 545-551
Embracing Trustworthiness and Authenticity in the Validation of Learning Analytics Systems
Max van Haastrecht, Matthieu Brinkhuis, Jessica Peichl, Bernd Remmele, Marco Spruit
págs. 552-558
págs. 559-565
Andrew Zamecnik, Srećko Joksimović, Vitomir Kovanović, Georg Grossmann, Djazia Ladjal, Abelardo Pardo
págs. 566-571
What Do Students Want to Know While Taking Massive Open Online Courses?: Examining Massive Open Online Course Students’ Needs Based on Online Forum Discussions from a Universal Design for Learning Approach
págs. 572-578
An Integrated Model of Feedback and Assessment: From Fine Grained to Holistic Programmatic Review
Shane Dawson, Abelardo Pardo, Fatemeh Salehian Kia, Ernesto Panadero
págs. 579-584
Detecting the Disengaged Reader: Using Scrolling Data to Predict Disengagement during Reading
Daniel Biedermann, Jan Schneider, George Petru Ciordas Hertel, Beate Eichmann, Carolin Hahnel, Frank Goldhammer, Hendrik Drachsler
págs. 585-591
Louis Vincent Poellhuber, Bruno Poelhuber, Michel C. Desmarais, Christian Léger, Mathieu Manh-Chien Vu
págs. 592-598
Are We on the Same Page?: Modeling Linguistic Synchrony and Math Literacy in Mathematical Discussions
págs. 599-605
Advancing Leaner Profiles with Learning Analytics: A Scoping Review of Current Trends and Challenges
págs. 606-612
Instructional Strategies and Student eTextbook Reading
Jae-eun Russell, Anna Marie Smith, Salim George, Bryce Damman
págs. 613-618
A Dashboard to Provide Instructors with Automated Feedback on Students’ Peer Review Comments
Amber J. Dood, Kapotaksha Das, Zhen Qian, Solaire A. Finkenstaedt-Quinn, Anne Ruggles Gere, Ginger V. Shultz
págs. 619-625
Joint Choice Time: A Metric for Better Understanding Collaboration in Interactive Museum Exhibits
págs. 626-629
Informing Expert Feature Engineering Through Automated Approaches: Implications for Coding Qualitative Classroom Video Data
págs. 630-636
págs. 637-643
Blockly-DS: Blocks Programming for Data Science with Visual, Statistical, Descriptive and Predictive Analysis
Luiz Barboza, Rafael Ferreira Mello, Micah Gideon Modell, Erico Teixeira
págs. 644-649
págs. 650-656
págs. 657-662
How Students’ Emotion and Motivation Changes After Viewing Dashboards with Varied Social Comparison Group: A Qualitative Study
págs. 663-669
Leveraging LMS Logs to Analyze Self-regulated Learning Behaviours in a Maker-based Course
Jeremy T. D. Ng, Yiming Liu, Didier S. Y. Chui, Jack C. H. Man, Xiao Hu
págs. 670-676
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