Reducing Mind-Wandering During Vicarious Learning from an Intelligent Tutoring System

Mind-wandering is a ubiquitous phenomenon that is negatively related to learning. The purpose of the current study is to examine mind-wandering during vicarious learning, where participants observed another student engage in a learning session with an intelligent tutoring system (ITS). Participants (N = 118) watched a prerecorded learning session with GuruTutor, a dialogue-based ITS for biology. The response accuracy of the student interacting with the tutor (i.e., the firsthand student) was manipulated across three conditions: Correct (100% accurate responses), Incorrect (0% accurate), and Mixed (50% accurate). Results indicated that Firsthand Student Expertise influenced the frequency of mind-wandering in the participants who engaged vicariously (secondhand students), such that viewing a moderately-skilled firsthand learner (Mixed correctness) reduced the rate of mind-wandering (M = 25.4%) compared to the Correct (M = 33.9%) and Incorrect conditions (M = 35.6%). Firsthand Student Expertise did not impact learning, and we also found no evidence of an indirect effect of Firsthand Student Expertise on learning through mind-wandering (Firsthand Student Expertise → Mind-wandering → Learning). Our findings provide evidence that mind-wandering is a frequent experience during online vicarious learning and offer initial suggestions for the design of vicarious learning experiences that aim to maintain learners’ attentional focus.

[1]  J. E. Tree,et al.  Overhearing Single and Multiple Perspectives , 2008 .

[2]  Alan Kingstone,et al.  Everyday attention: Mind wandering and computer use during lectures , 2013, Comput. Educ..

[3]  Andrew Olney,et al.  Put your thinking cap on: detecting cognitive load using EEG during learning , 2017, LAK.

[4]  Siddharth Suri,et al.  Conducting behavioral research on Amazon’s Mechanical Turk , 2010, Behavior research methods.

[5]  David G. Rand,et al.  The promise of Mechanical Turk: how online labor markets can help theorists run behavioral experiments. , 2012, Journal of theoretical biology.

[6]  Jean E. Fox Tree,et al.  Listening in on monologues and dialogues , 1999 .

[7]  Andrew Olney,et al.  Collaborative Lecturing by Human and Computer Tutors , 2010, Intelligent Tutoring Systems.

[8]  Sidney K. D'Mello,et al.  Automatic Gaze-Based Detection of Mind Wandering during Film Viewing , 2016, EDM.

[9]  Sidney K. D'Mello,et al.  What do we Think About When we Learn? , 2018, Deep Comprehension.

[10]  Michelene T. H. Chi,et al.  Why Students Learn More From Dialogue- Than Monologue-Videos: Analyses of Peer Interactions , 2017 .

[11]  Richard Cox,et al.  Vicarious learning from dialogue and discourse -- A controlled comparison , 1999 .

[12]  Arthur C. Graesser,et al.  Guru: A Computer Tutor That Models Expert Human Tutors , 2012, ITS.

[13]  Jeffrey D. Wammes,et al.  On the Clock: Evidence for the Rapid and Strategic Modulation of Mind Wandering , 2018, Psychological science.

[14]  Evan F. Risko,et al.  Attention in Educational Contexts: The Role of the Learning Task in Guiding Attention , 2015 .

[15]  R. Cox,et al.  Vicarious learning from dialogue and discourse , 1999 .

[16]  Scotty D. Craig,et al.  Modeling Goal Setting Within a Multimedia Environment on Complex Physics Content , 2017 .

[17]  Scotty D. Craig,et al.  Vicarious Learning: Effects of Overhearing Dialog and Monologue-like Discourse in a Virtual Tutoring Session , 2003 .

[18]  Sidney K. D'Mello,et al.  The Eyes Have It: Gaze-based Detection of Mind Wandering during Learning with an Intelligent Tutoring System , 2016, EDM.

[19]  Evan F. Risko,et al.  Cognitive Coupling During Reading , 2017, Journal of experimental psychology. General.

[20]  John G. Lynch,et al.  Reconsidering Baron and Kenny: Myths and Truths about Mediation Analysis , 2010 .

[21]  Michelene T. H. Chi,et al.  Observing Tutorial Dialogues Collaboratively: Insights About Human Tutoring Effectiveness From Vicarious Learning , 2008, Cogn. Sci..

[22]  Andrew Olney,et al.  Mind Wandering During Learning with an Intelligent Tutoring System , 2015, AIED.

[23]  Sidney K. D'Mello,et al.  "Out of the Fr-Eye-ing Pan": Towards Gaze-Based Models of Attention during Learning with Technology in the Classroom , 2017, UMAP.

[24]  Scotty D. Craig,et al.  The Deep-Level-Reasoning-Question Effect: The Role of Dialogue and Deep-Level-Reasoning Questions During Vicarious Learning , 2006 .

[25]  Andrew Olney,et al.  Interactive Concept Maps and Learning Outcomes in Guru , 2012, FLAIRS.

[26]  Scotty D. Craig,et al.  Constructing Knowledge from Dialog in an Intelligent Tutoring System: Interactive Learning, Vicarious Learning, and Pedagogical Agents , 2004 .

[27]  P. Reimann,et al.  Saying the wrong thing: improving learning with multimedia by including misconceptions , 2007, J. Comput. Assist. Learn..

[28]  Kosuke Imai,et al.  mediation: R Package for Causal Mediation Analysis , 2014 .

[29]  K. Szpunar Directing the Wandering Mind , 2017 .

[30]  Scotty D. Craig,et al.  Promoting Constructive Activities that Support Vicarious Learning During Computer-Based Instruction , 2006 .

[31]  Jon Sprouse A validation of Amazon Mechanical Turk for the collection of acceptability judgments in linguistic theory , 2010, Behavior research methods.

[32]  Erica Melis,et al.  Learning from Erroneous Examples: When and How Do Students Benefit from Them? , 2010, EC-TEL.

[33]  Richard E. Mayer,et al.  Using erroneous examples to improve mathematics learning with a web-based tutoring system , 2014, Comput. Hum. Behav..

[34]  Sidney K. D'Mello,et al.  Automatic gaze-based user-independent detection of mind wandering during computerized reading , 2016, User Modeling and User-Adapted Interaction.

[35]  M. Chi,et al.  The ICAP Framework: Linking Cognitive Engagement to Active Learning Outcomes , 2014 .

[36]  J. Smallwood,et al.  Counting the cost of an absent mind: Mind wandering as an underrecognized influence on educational performance , 2007, Psychonomic bulletin & review.

[37]  Arthur C. Graesser,et al.  Guru: Designing a Conversational Expert Intelligent Tutoring System , 2012 .

[38]  Nicola C. Anderson,et al.  Everyday Attention: Variation in Mind Wandering and Memory in a Lecture , 2012 .