Interplay of prior knowledge, self-regulation and motivation in complex multimedia learning environments

This study examined the direct and indirect effects of medical clerkship students' prior knowledge, self-regulation and motivation on learning performance in complex multimedia learning environments. The data from 386 medical clerkship students from six medical schools were analysed using structural equation modeling. The structural model revealed that medical students' prior knowledge directly positively affected their learning outcome, self-efficacy and performance approach goal orientation. The learners' self-regulation had a significant positive direct effect on learning outcome. The learners' mastery goal orientation directly affected their learning outcome. Interestingly, inconsistent with our hypothesis, the learners' performance approach goal orientation showed a significant negative direct effect on learning outcome, and performance avoidance goal orientation had a significant positive effect on learning outcome. These findings help develop a more comprehensive understanding of the role of individual characteristics on learning performance of complex tasks in multimedia learning environments.

[1]  Zahira Merchant,et al.  The learner characteristics, features of desktop 3D virtual reality environments, and college chemistry instruction: A structural equation modeling analysis , 2012, Comput. Educ..

[2]  J. Mathieu,et al.  Goal Orientation in Organizational Research: A Conceptual and Empirical Foundation , 1996 .

[3]  P. MacIntyre,et al.  Motivational Influences on Computer-Related Affective States. , 1999 .

[4]  Richard E. Mayer,et al.  Multimedia Learning , 2001, Visible Learning Guide to Student Achievement.

[5]  S. Mennin Self‐organisation, integration and curriculum in the complex world of medical education , 2010, Medical education.

[6]  R. Kline Principles and practice of structural equation modeling, 2nd ed. , 2005 .

[7]  RuthAnne Kuiper,et al.  Promoting Clinical Reasoning in Undergraduate Nursing Students: Application and Evaluation of the Outcome Present State Test (OPT) Model of Clinical Reasoning , 2005, International journal of nursing education scholarship.

[8]  Jan L. Plass,et al.  Design factors for educationally effective animations and simulations , 2009, J. Comput. High. Educ..

[9]  P. Kirschner,et al.  Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning , 2003 .

[10]  David H. Jonassen,et al.  Handbook of Individual Differences, Learning, and Instruction , 1993 .

[11]  Chris S. Hulleman,et al.  Task values, achievement goals, and interest: An integrative analysis. , 2008 .

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

[13]  F. Hafferty Beyond curriculum reform: confronting medicine's hidden curriculum , 1998, Academic medicine : journal of the Association of American Medical Colleges.

[14]  Peter A. Rubba,et al.  Translation of representations of the structure of matter and its relationship to reasoning, gender, spatial reasoning, and specific prior knowledge , 1993 .

[15]  D. Vandewalle Development and Validation of a Work Domain Goal Orientation Instrument , 1997 .

[16]  C. Hmelo‐Silver Problem-Based Learning: What and How Do Students Learn? , 2004 .

[17]  R. Purc-Stephenson,et al.  Reporting practices in confirmatory factor analysis: an overview and some recommendations. , 2009, Psychological methods.

[18]  Alexander Seeshing Yeung,et al.  Expectancy-value in mathematics, gender and socioeconomic background as predictors of achievement and aspirations : A multi-cohort study , 2015 .

[19]  Ellen B. Mandinach,et al.  Remaking the Concept of Aptitude: Extending the Legacy of Richard E. Snow , 2001 .

[20]  S. Tobias Interest, Prior Knowledge, and Learning , 1994 .

[21]  Dejano T Sobral,et al.  What kind of motivation drives medical students' learning quests? , 2004, Medical education.

[22]  Norma S. Guerra,et al.  A Closer Look at College Students: Self-Efficacy and Goal Orientation , 2007 .

[23]  Slava Kalyuga,et al.  When problem solving is superior to studying worked examples. , 2001 .

[24]  Johan Hoogstraten,et al.  ACADEMIC SELF-EFFICACY AND MALLEABILITY OF RELEVANT CAPABILITIES AS PREDICTORS OF EXAM PERFORMANCE , 1997 .

[25]  J. Kevin Ford,et al.  LEARNING WITHIN A LEARNER CONTROL TRAINING ENVIRONMENT: THE INTERACTIVE EFFECTS OF GOAL ORIENTATION AND METACOGNITIVE INSTRUCTION ON LEARNING OUTCOMES , 2003 .

[26]  A. Elliot Approach and avoidance motivation and achievement goals , 1999 .

[27]  James B. Schreiber,et al.  Reporting Structural Equation Modeling and Confirmatory Factor Analysis Results: A Review , 2006 .

[28]  Slava Kalyuga,et al.  The Expertise Reversal Effect , 2003 .

[29]  Bill Muirhead,et al.  Goal Orientation and its Relationship to Academic Success in a Laptop-based BScN Program , 2005, International journal of nursing education scholarship.

[30]  B. Zimmerman,et al.  Student Differences in Self-Regulated Learning: Relating Grade, Sex, and Giftedness to Self-Efficacy and Strategy Use. , 1990 .

[31]  M. Covington Goal theory, motivation, and school achievement: an integrative review. , 2000, Annual review of psychology.

[32]  M. Bong Academic Motivation in Self-Efficacy, Task Value, Achievement Goal Orientations, and Attributional Beliefs , 2004 .

[33]  P. Pintrich,et al.  Motivational and self-regulated learning components of classroom academic performance. , 1990 .

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

[35]  W. Joolingen,et al.  Motivation and performance within a collaborative computer-based modeling task: relations between students’ achievement goal orientation, self-efficacy, cognitive processing, and achievement , 2008 .

[36]  Thiemo Müller-Kalthoff,et al.  The Effects of Graphical Overviews, Prior Knowledge, and Self-Concept on Hypertext Disorientation and Learning Achievement , 2003 .

[37]  Javier Corredor General and domain-specific influence of prior knowledge on setting of goals and content use in museum websites , 2006, Comput. Educ..

[38]  Slava Kalyuga Expertise Reversal Effect and Its Implications for Learner-Tailored Instruction , 2007 .

[39]  Jacquelynne S. Eccles,et al.  Task values and ability beliefs as predictors of high school literacy choices: A developmental analysis. , 2006 .

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

[41]  Clive Seale,et al.  The hidden curriculum in undergraduate medical education: qualitative study of medical students' perceptions of teaching , 2004, BMJ : British Medical Journal.

[42]  Henk G. Schmidt,et al.  Monitoring accuracy and self-regulation when learning to play a chess endgame , 2005 .

[43]  Richard E. Mayer,et al.  Multimedia Learning: INTRODUCTION TO MULTIMEDIA LEARNING , 2009 .

[44]  R. Mayer,et al.  Multimedia Learning: The Promise of Multimedia Learning , 2001 .

[45]  Mary Ann Hopkins,et al.  Preliminary evaluation of the Web Initiative for Surgical Education (WISE-MD). , 2007, American journal of surgery.

[46]  Ross A. Thompson,et al.  Academic Aptitude and Prior Knowledge as Predictors of Student Achievement in Introduction to Psychology , 2004 .

[47]  Eric Anthony Day,et al.  Construct- and criterion-related validity of four commonly used goal orientation instruments. , 2003 .

[48]  Eleanor M. Smith,et al.  Relationships of goal orientation, metacognitive activity, and practice strategies with learning outcomes and transfer , 1998 .

[49]  Hyuksoon S. Song,et al.  Assessing medical students’ self-regulation as aptitude in computer-based learning , 2011, Advances in health sciences education : theory and practice.

[50]  C. Dweck,et al.  A social-cognitive approach to motivation and personality , 1988 .

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

[52]  John P. Clapper,et al.  Prior knowledge and correlational structure in unsupervised learning. , 2007, Canadian journal of experimental psychology = Revue canadienne de psychologie experimentale.

[53]  Geraldine Clarebout,et al.  The relationships between learner variables, tool-usage behaviour and performance , 2009, Comput. Hum. Behav..

[54]  L. Cronbach,et al.  Aptitudes and instructional methods: A handbook for research on interactions , 1977 .

[55]  J. Sweller,et al.  Cognitive Load Theory and Complex Learning: Recent Developments and Future Directions , 2005 .

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

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

[58]  Richard C. Boutwell,et al.  Toward an Adaptive Learner-Controlled Model of Instruction: A Place for the New Cognitive Aptitudes. , 1974 .

[59]  Fred Paas,et al.  Learner and Information Characteristics in the Design of Powerful Learning Environments , 2006 .

[60]  C. V. D. van der Vleuten,et al.  The Script Concordance Test: A Tool to Assess the Reflective Clinician , 2000, Teaching and learning in medicine.

[61]  M. Chi Two Approaches to the Study of Experts' Characteristics , 2006 .

[62]  L. J. Perrot,et al.  Measuring Student Motivation in Health Professions' Colleges , 2001, Advances in health sciences education : theory and practice.

[63]  Fred Paas,et al.  Instructional design for advanced learners: Establishing connections between the theoretical frameworks of cognitive load and deliberate practice , 2005 .

[64]  B. Zimmerman,et al.  Development of a Structured Interview for Assessing Student Use of Self-Regulated Learning Strategies , 1986 .

[65]  Peter M. Bentler,et al.  Practical Issues in Structural Modeling , 1987 .

[66]  John Sweller,et al.  Cognitive Load During Problem Solving: Effects on Learning , 1988, Cogn. Sci..

[67]  R. Sternberg,et al.  Complex Problem Solving : Principles and Mechanisms , 1992 .

[68]  Elizabeth J. Short,et al.  The Triple Alliance for Learning: Cognition, Metacognition, and Motivation , 1989 .

[69]  Pat-Anthony Federico,et al.  Hypermedia Environments and Adaptive Instruction , 1999 .

[70]  Dianna J. Spence,et al.  Engagement with Mathematics Courseware in Traditional and Online Remedial Learning Environments: Relationship to Self-Efficacy and Achievement , 2007 .

[71]  P. Pintrich,et al.  Reliability and Predictive Validity of the Motivated Strategies for Learning Questionnaire (Mslq) , 1993 .

[72]  Kenneth G. Brown,et al.  Individual differences in self-efficacy development: The effects of goal orientation and affectivity , 2006 .

[73]  Carole A. Ames,et al.  Achievement Goals in the Classroom: Students' Learning Strategies and Motivation Processes , 1988 .

[74]  J. Sweller,et al.  Interactions among the imagination, expertise reversal, and element interactivity effects. , 2005, Journal of experimental psychology. Applied.

[75]  Jacqueline Waniek,et al.  The role of domain and system knowledge on text comprehension and information search in hypermedia , 2009 .

[76]  J. Eccles,et al.  In the Mind of the Actor: The Structure of Adolescents' Achievement Task Values and Expectancy-Related Beliefs , 1995 .

[77]  Barbara M. Byrne,et al.  Structural equation modeling with EQS : basic concepts, applications, and programming , 2000 .

[78]  Roger Azevedo,et al.  Monitoring, planning, and self-efficacy during learning with hypermedia: The impact of conceptual scaffolds , 2008, Comput. Hum. Behav..

[79]  Mimi Bong,et al.  Between- and Within-Domain Relations of Academic Motivation Among Middle and High School Students: Self-Efficacy, Task-Value, and Achievement Goals , 2001 .

[80]  Frank Davidoff Focus on Performance: The 21st Century Revolution in Medical Education , 2008, Mens sana monographs.

[81]  S. Dubovsky,et al.  Evaluating medical school graduates of a reduced course program: a preliminary report. , 1984, Journal of medical education.

[82]  B. Zimmerman,et al.  Impact of Self-Regulatory Influences on Writing Course Attainment , 1994 .

[83]  B. Zimmerman Academic studing and the development of personal skill: A self-regulatory perspective , 1998 .

[84]  J. Frederiksen,et al.  A Theoretical Framework and Approach for Fostering Metacognitive Development , 2005 .

[85]  Mary C. Schuller,et al.  Teaching for understanding in medical classrooms using multimedia design principles , 2013, Medical education.

[86]  Alexander D. Stajkovic,et al.  Self-efficacy and work-related performance: A meta-analysis. , 1998 .

[87]  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 .

[88]  K. E. Ablard,et al.  Self-regulated learning in high-achieving students: Relations to advanced reasoning, achievement goals, and gender. , 1998 .

[89]  Michelene T. H. Chi,et al.  Expertise in Problem Solving. , 1981 .

[90]  Anthony Chow,et al.  College students' perceived threat and preference for seeking help in traditional, distributed, and distance learning environments , 2007, Comput. Educ..

[91]  Andrew M. Lane,et al.  Self-efficacy and academic performance , 2001 .

[92]  M. Boekaerts SELF-REGULATED LEARNING: A NEW CONCEPT EMBRACED BY RESEARCHERS, POLICY MAKERS, EDUCATORS, TEACHERS, AND STUDENTS , 1997 .

[93]  F. Paas,et al.  Cognitive Load Theory and Instructional Design: Recent Developments , 2003 .

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

[95]  M. Segers,et al.  The Relation Between Assessment Practices and Outcomes of Studies: The Case of Research on Prior Knowledge , 1999 .

[96]  Slava Kalyuga,et al.  Individual Differences and Cognitive Load Theory , 2010 .

[97]  Roger Azevedo,et al.  The effect of a human agent’s external regulation upon college students’ hypermedia learning , 2007 .

[98]  Julie M Aultman,et al.  Uncovering the Hidden Medical Curriculum through a Pedagogy of Discomfort , 2005, Advances in health sciences education : theory and practice.

[99]  R. Rimal,et al.  Longitudinal Influences of Knowledge and Self-efficacy on Exercise Behavior: Tests of a Mutual Reinforcement Model , 2001, Journal of health psychology.

[100]  Young,et al.  Self-Regulation Behaviors in Underprepared (Developmental) and Regular Admission College Students , 1998, Contemporary educational psychology.

[101]  Barbara L. Grabowski,et al.  Stimulating Intrinsic Motivation for Problem Solving Using Goal-Oriented Contexts and Peer Group Composition , 2006 .

[102]  Andrew J. Elliot,et al.  Test anxiety and the hierarchical model of approach and avoidance achievement motivation , 1999 .

[103]  Martin Valcke,et al.  Academic self-efficacy and academic self-concept: Reconsidering structural relationships , 2009 .

[104]  Semra Sungur,et al.  Contribution of motivational beliefs and metacognition to students' performance under consequential and nonconsequential test conditions , 2007 .

[105]  R. Scott Baldwin,et al.  Effects of Topic Interest and Prior Knowledge on Reading Comprehension. , 1985 .

[106]  R M Harden,et al.  An international virtual medical school (IVIMEDS): the future for medical education? , 2002, Medical teacher.