Setting the stage for the metacognition during hypermedia learning: What motivation constructs matter?

Think-aloud and self-report data from 85 undergraduates were used to examine the relationship between motivation constructs and metacognition during hypermedia learning. Participants used hypermedia for 30?min to learn about the circulatory system. Think-aloud data were collected during this 30-min learning task to determine the extent to which participants used metacognitive processes related to monitoring: their understanding, the environment, and goals. Additionally, participants completed a self-report questionnaire, which measured various motivation constructs. Results from stepwise regressions indicated that self-efficacy significantly predicted the extent to which participants monitored emerging understanding and relevancy of content in the environment. Additionally, results indicated that extrinsic motivation significantly predicted the extent to which participants monitored their learning task goals with hypermedia. Lastly, results indicated a significant, positive relationship between self-efficacy and prior domain knowledge. Self-efficacy predicted participants' monitoring of understanding.Self-efficacy predicted participants' monitoring relevancy of content.Extrinsic motivation predicted monitoring goals.Prior domain knowledge positively related to self-efficacy.

[1]  Roger Azevedo,et al.  Self-efficacy and prior domain knowledge: to what extent does monitoring mediate their relationship with hypermedia learning? , 2009 .

[2]  Allan Wigfield,et al.  Expectancy-value theory of achievement motivation: A developmental perspective , 1994 .

[3]  D. Wood,et al.  A STUDY OF ASSISTED PROBLEM‐SOLVING , 1975 .

[4]  Russell Gersten,et al.  Procedural Facilitators and Cognitive Strategies: Tools for Unraveling the Mysteries of Comprehension and the Writing Process, and for Providing Meaningful Access to the General Curriculum , 2002 .

[5]  Philip H. Winne,et al.  Key Issues in Modeling and Applying Research on Self‐Regulated Learning , 2005 .

[6]  A. Bandura Self-Efficacy: The Exercise of Control , 1997, Journal of Cognitive Psychotherapy.

[7]  Susan M. Land,et al.  Metacognition and Self-Regulated Learning in Student-Centered Learning Environments , 2012 .

[8]  Roger Azevedo,et al.  The Temporal and Dynamic Nature of Self-Regulatory Processes During Independent and Externally Assisted Hypermedia Learning , 2011 .

[9]  Roger Azevedo,et al.  A macro-level analysis of SRL processes and their relations to the acquisition of a sophisticated mental model of a complex system☆☆☆ , 2009 .

[10]  Roger Azevedo,et al.  Integrating Cognitive, Metacognitive, and Affective Regulatory Processes with MetaTutor , 2011 .

[11]  K. A. Ericsson,et al.  Protocol Analysis: Verbal Reports as Data , 1984 .

[12]  B. Zimmerman Development and Adaptation of Expertise: The Role of Self-Regulatory Processes and Beliefs. , 2006 .

[13]  B. Zimmerman Attaining self-regulation: A social cognitive perspective. , 2000 .

[14]  A. Efklides Interactions of Metacognition With Motivation and Affect in Self-Regulated Learning: The MASRL Model , 2011 .

[15]  P. David Pearson Handbook of reading research. , 1990 .

[16]  Jörg Zumbach,et al.  Cognitive load in hypermedia reading comprehension: Influence of text type and linearity , 2008, Comput. Hum. Behav..

[17]  Robert D. Macredie,et al.  Navigation in hypermedia learning systems: experts vs. novices , 2006, Comput. Hum. Behav..

[18]  Candice Burkett,et al.  Self-regulated Learning with MetaTutor: Advancing the Science of Learning with MetaCognitive Tools , 2010 .

[19]  Howard Kimmel,et al.  Instructional technology: A tool or a panacea? , 1995 .

[20]  B. Zimmerman,et al.  Self-regulated learning and academic achievement : theoretical perspectives , 2001 .

[21]  Albert Bandura,et al.  REGULATIVE FUNCTION OF PERCEIVED SELF-EFFICACY , 1994 .

[22]  B. Weiner Human Motivation: Metaphors, Theories, and Research , 1980 .

[23]  Vasile Rus,et al.  Automatic Detection of Student Mental Models Based on Natural Language Student Input During Metacognitive Skill Training , 2011, Int. J. Artif. Intell. Educ..

[24]  Nancy E. Perry,et al.  Investigating Teacher-Student Interactions That Foster Self-Regulated Learning , 2002 .

[25]  Cathy Collins Block,et al.  A Study of Effective First-Grade Literacy Instruction , 2001 .

[26]  J. Keller Motivational Design of Instruction , 1983 .

[27]  P. Pintrich The role of goal orientation in self-regulated learning. , 2000 .

[28]  Charles M. Reigeluth,et al.  Instructional Design Theories and Models : An Overview of Their Current Status , 1983 .

[29]  Arthur C. Graesser,et al.  Self-Regulated Learning in Learning Environments With Pedagogical Agents That Interact in Natural Language , 2010 .

[30]  Lawrence Juii Zhang,et al.  Constructivist pedagogy in strategic reading instruction: exploring pathways to learner development in the English as a second language (ESL) classroom , 2008 .

[31]  R. Azevedo Theoretical, conceptual, methodological, and instructional issues in research on metacognition and self-regulated learning: A discussion , 2009 .

[32]  Daniel C. Moos,et al.  Self-regulated learning with hypermedia : The role of prior domain knowledge , 2008 .

[33]  Gregory Schraw,et al.  The use of computer-based environments for understanding and improving self-regulation , 2007 .

[34]  K. VanLehn,et al.  Scaffolding Deep Comprehension Strategies Through Point&Query, AutoTutor, and iSTART , 2005 .

[35]  Patricia A. Alexander,et al.  Learning From Text: A Multidimensional and Developmental Perspective , 2000 .

[36]  Danielle S. McNamara,et al.  Deep‐Level Comprehension of Science Texts: The Role of the Reader and the Text , 2005 .

[37]  W. Kintsch,et al.  Are Good Texts Always Better? Interactions of Text Coherence, Background Knowledge, and Levels of Understanding in Learning From Text , 1996 .

[38]  Rosemary Luckin,et al.  Towards Systems That Care: A Conceptual Framework based on Motivation, Metacognition and Affect , 2010, Int. J. Artif. Intell. Educ..

[39]  J. Eccles,et al.  Motivational beliefs, values, and goals. , 2002, Annual review of psychology.

[40]  John H. Flavell,et al.  Thinking about people thinking about people thinking about . . . : A study of social cognitive development. , 1970 .

[41]  P. Winne,et al.  Feedback and Self-Regulated Learning: A Theoretical Synthesis , 1995 .

[42]  D. Schunk Self-Efficacy Perspective On Achievement Behavior , 1984 .

[43]  D. Schunk,et al.  Risk Taking: Theoretical, Empirical, and Educational Considerations , 1991 .

[44]  Daniel C. Moos Examining hypermedia learning: The role of cognitive load and self-regulated learning , 2013 .

[45]  P. Pintrich,et al.  Handbook of self-regulation , 2000 .

[46]  A. Bandura,et al.  Impact of conceptions of ability on self-regulatory mechanisms and complex decision making. , 1989, Journal of personality and social psychology.

[47]  John C. Nesbit,et al.  Supporting Self-Regulated Learning with Cognitive Tools , 2009 .

[48]  B. Zimmerman Theories of Self-Regulated Learning and Academic Achievement: An Overview and Analysis , 2001 .

[49]  Arthur C. Graesser,et al.  The Relationship between Affective States and Dialog Patterns during Interactions with AutoTutor , 2005 .

[50]  D. Schunk,et al.  Metacognition, Self-Regulation, and Self-Regulated Learning: Research Recommendations , 2008 .

[51]  Philip H. Winne,et al.  Self-regulated learning viewed from models of information processing. , 2001 .

[52]  D. McNamara SERT: Self-Explanation Reading Training , 2004 .

[53]  A. Bandura Social Foundations of Thought and Action: A Social Cognitive Theory , 1985 .

[54]  P. Pintrich A Manual for the Use of the Motivated Strategies for Learning Questionnaire (MSLQ). , 1991 .

[55]  Michelene T. H. Chi,et al.  Commonsense Conceptions of Emergent Processes: Why Some Misconceptions Are Robust , 2005 .

[56]  B. Zimmerman Investigating Self-Regulation and Motivation: Historical Background, Methodological Developments, and Future Prospects , 2008, American Educational Research Journal.

[57]  Dale H. Schunk,et al.  Self‐Regulation and Learning , 2012 .

[58]  Bruce C. Howard,et al.  Metacognition and Self-Regulated Learning Constructs , 2004 .

[59]  Regina Vollmeyer,et al.  Motivation and action in self-regulated learning. , 2000 .

[60]  Catherine E. Snow,et al.  Preventing reading difficulties in young children , 1998 .

[61]  Leslie J. Briggs,et al.  Principles of Instructional Design , 1974 .

[62]  Daniel C. Moos Self-Regulated Learning and Externally Generated Feedback with Hypermedia , 2011 .

[63]  J. Flavell Metacognition and Cognitive Monitoring: A New Area of Cognitive-Developmental Inquiry. , 1979 .

[64]  R. Azevedo,et al.  Scaffolding Self-regulated Learning and Metacognition – Implications for the Design of Computer-based Scaffolds , 2005 .

[65]  J. Bruner,et al.  The role of tutoring in problem solving. , 1976, Journal of child psychology and psychiatry, and allied disciplines.

[66]  M. Veenman Alternative assessment of strategy use with self-report instruments: a discussion , 2011 .

[67]  P. Alexander,et al.  A Motivated Exploration of Motivation Terminology. , 2000, Contemporary educational psychology.

[68]  M. Veenman,et al.  Development of metacognitive skillfulness: A longitudinal study , 2010 .

[69]  Beverly Park Woolf,et al.  Inferring learning and attitudes from a Bayesian Network of log file data , 2005, AIED.

[70]  R. Catrambone,et al.  The Impact of Learner Characteristics on Information Utilization Strategies, Cognitive Load Experienced, and Performance in Hypermedia Learning , 2009 .

[71]  Daniel C. Moos,et al.  Self-Regulated Learning with Hypermedia: Bringing Motivation into the Conversation , 2013 .

[72]  Philip H. Winne,et al.  Measuring Self-Regulated Learning , 2000 .

[73]  Amy M. Shapiro,et al.  How Including Prior Knowledge As a Subject Variable May Change Outcomes of Learning Research , 2004 .

[74]  Daniel C. Moos Self-Regulated Learning with Hypermedia: Too Much of a Good Thing?. , 2010 .

[75]  K. A. Ericsson,et al.  Protocol Analysis and Expert Thought: Concurrent Verbalizations of Thinking during Experts' Performance on Representative Tasks , 2006 .

[76]  B. Zimmerman,et al.  Motivation and Self-Regulated Learning: Theory, Research, and Applications , 2009 .

[77]  Ellen L. Usher,et al.  Social Cognitive Theory and Motivation , 2012, The Oxford Handbook of Human Motivation.

[78]  Roger Azevedo,et al.  Metacognitive scaffolds improve self-judgments of accuracy in a medical intelligent tutoring system , 2013, Instructional Science.

[79]  Larry Vandergrift,et al.  Relationships among Motivation Orientations, Metacognitive Awareness and Proficiency in L2 Listening. , 2005 .

[80]  Kelly Y.L. Ku,et al.  Metacognitive strategies that enhance critical thinking , 2010 .

[81]  R. Azevedo,et al.  Does training on self-regulated learning facilitate students' learning with hypermedia? , 2004 .

[82]  Daniel L. Dinsmore,et al.  Focusing the Conceptual Lens on Metacognition, Self-regulation, and Self-regulated Learning , 2008 .