(complete PDFs in the Publication page)
Blikstein, P. & Worsley, M. (2018). Multimodal Learning Analytics and Assessment of Open-Ended Artifacts. In Neimi, D., Pea, R., Saxberg, B., & Clark, R. (Eds), Learning Analytics in Education.
Worsley, M. & Blikstein, P. (2017). Reasoning Strategies in the Context of Engineering Design with Everyday Materials. The Journal of Pre-College Engineering Education Research, 6(2), 57-74.
Worsley, M.* & Blikstein, P. (2017). A Multimodal Analysis of Making. International Journal of Artificial Intelligence in Education, pp. 1-35. doi: 10.1007/s40593-017-0160-1.
Blikstein, P. & Worsley, M. (2016). Multimodal Learning Analytics and Education Data Mining: using computational technologies to measure complex learning tasks. Journal of Learning Analytics, 3(2), 220-238. PDF
Merceron, A., Blikstein, P., & Siemens, G. (2016). Learning analytics: From big data to meaningful data. Journal of Learning Analytics, 2 (3), pp. 4-8.
Worsley, M., Abrahamson, D., Blikstein, P., Grover, S., Schneider, B., & Tissenbaum, M. (2016). Situating multimodal learning analytics. In C.-K. Looi, J. L. Polman, U. Cress, & P. Reimann (Eds.), “Transforming learning, empowering learners,” Proceedings of the International Conference of the Learning Sciences (ICLS 2016) (Vol. 2, pp. 1346-1349). Singapore: International Society of the Learning Sciences. PDF
Schneider, B.* & Blikstein, P. (2015). Unraveling students’ interaction around a tangible interface using multimodal learning analytics. jEDM-Journal of Educational Data Mining, 7(3), 89-116.
Worsley, M. Scherer, S., Morency, L.P., & Blikstein, P. (2015). Exploring Behavior Representation for Learning Analytics. In Proceedings of the 2015 International Conference on Multimodal Interaction. ACM, New York, USA. pp. 251-258. PDF
Worsley, M. & Blikstein, P. (2015). Using Learning Analytics to Study Cognitive Disequilibrium in a Complex Learning Environments. In Proceedings of the 5th Annual Conference on Learning Analytics and Knowledge, ACM, New York, USA. pp. 426-247.
Worsley, M. & Blikstein, P. (2014). Deciphering the Practices and Affordances of Different Reasoning Strategies through Multimodal Learning Analytics. In Proceedings of the 2014 ACM workshop on Multimodal Learning Analytics Workshop and Grand Challenge (MLA ’14). ACM, New York, NY, USA. pp. 21-27. PDF
Blikstein, P., Worsley, M., Piech, C., Gibbons, A., Sahami, M., & Cooper, S. (2014). Programming Pluralism: Using Learning Analytics to Detect Patterns in Novices’ Learning of Computer Programming. International Journal of the Learning Sciences. Vol. 23, Iss. 4. pp. 561-599. PDF
Blikstein, P.**, Worsley, M.*, Piech, C.*, Sahami, M., Cooper, S., & Koller, D. (2014). Programming pluralism: Using learning analytics to detect patterns in novices’ learning of computer programming. Journal of the Learning Sciences, 23 (4), pp. 561-599. [45 citations on Google Scholar] PDF
Berland, M., Baker, R., & Blikstein, P. (2014) Learning analytics in constructivist, inquiry-based learning environments. Technology, Knowledge, and Learning, 19 (1-2), pp. 205-220. [60 citations on Google Scholar]
Worsley, M. & Blikstein, P. (2014). Using Multimodal Learning Analytics to Study Learning Mechanisms. In Proceedings of the 2014 Educational Data Mining Conference. pp. pp 431-432. PDF
Worsley, M. & Blikstein, P. (2014). Analyzing Engineering Design through the Lens of Computation. Journal of Learning Analytics. PDF
Worsley, M., &; Blikstein, P. (2013). Programming Pathways: A Technique for Analyzing Novice Programmers’ Learning Trajectories. In Artificial Intelligence in Education. Springer Berlin Heidelberg. 844-847. PDF
Gomes, J. Yassine, M., Worsley, M., & Blikstein, P. (2013) Analysing Engineering Expertise of High School Students Using Eye Tracking and Multimodal Learning Analytics. In Proceedings of the Educational Data Mining 2013 (EDM ’13). Memphis, TN, USA. 375-377. PDF
Worsley, M. & Blikstein, P. (2013). Toward the Development of Mulitmodal Action Based Assessment. In Proceedings of the Third International Conference on Learning Analytics and Knowledge (LAK ’13). ACM, New York, NY, USA, 94-101. PDF
Worsley, M. & Blikstein, P. (2012). An Eye For Detail: Techniques For Using Eye Tracker Data to Explore Learning in Computer-Mediated Environments. In the Proceedings of the 2012 International Conference of the Learning Sciences (ICLS ’12). Sydney, Australia. 561-562. PDF
Worsley, M., Johnston, M. & Blikstein P. (2011). OpenGesture: a low cost authoring framework for gesture and speech based application development and learning analytics. In Proceedings of the 10th International Conference on Interaction Design and Children (IDC ’11). ACM, New York, NY, USA. 254-256. PDF
Worsley, M. & Blikstein P. (2011). What’s an Expert? Using learning analytics to identify emergent markers of expertise through automated speech, sentiment and sketch analysis. In Proceedings for the 4th Annual Conference on Educational Data Mining. Eindhoven, Netherlands. 235-240. PDF