Cognitive, metacognitive and motivational perspectives on preflection in self-regulated online learning

The results complement research on self-regulated learning in online learning environments.Findings indicate the benefits of directed preflective prompts for novice learners.Personalisation and adaptation of prompting in online learning is crucial for future research. Self-regulated learning is regarded as a critical component of successful online education. Hence, the development of effective online education requires an orchestration of external control and freedom for self-regulation. Prompts are regarded as effective means for promoting such personalised and adaptive learning processes in online education. Within two experimental studies, the effectiveness of preflective and reflective prompts is tested. Additionally, personal characteristics such as motivation and learning preferences are controlled. Results indicate that directed preflective prompts work best for novice learners. Such prompts also activate positive motivation within online learning environments. Still, more research is needed for investigating personalised and adaptive realisation of preflective prompts as well as automated feedback for SRL.

[1]  Mark Torrance,et al.  Writing as a Knowledge-Constituting Process , 1999 .

[2]  Susan M. Land,et al.  A conceptual framework for scaffolding III-structured problem-solving processes using question prompts and peer interactions , 2004 .

[3]  Susan M. Land,et al.  Scaffolding students’ problem-solving processes in an ill-structured task using question prompts and peer interactions , 2003 .

[4]  D. Cook,et al.  Instructional methods and cognitive and learning styles in web‐based learning: report of two randomised trials , 2007, Medical education.

[5]  John G. Hedberg,et al.  Technologies and the assessment of higher order outcomes : a snapshot of academic practice in curriculum alignment , 2012 .

[6]  R. Clariana,et al.  A Computer-Based Approach for Deriving and Measuring Individual and Team Knowledge Structure from Essay Questions , 2007 .

[7]  M. Bong,et al.  Self-efficacy for self-regulated learning, academic self-efficacy, and internet self-efficacy in web-based instruction , 2000 .

[8]  Dirk Ifenthaler,et al.  Scope of Graphical Indices in Educational Diagnostics , 2010 .

[9]  John Hayes,et al.  Matching Learning Style and Instructional Strategy: An Application of the Person-Environment Interaction Paradigm , 1993 .

[10]  Allyson Hadwin,et al.  Innovative ways for using gStudy to orchestrate and research social aspects of self-regulated learning , 2010, Comput. Hum. Behav..

[11]  W. Hall,et al.  Incorporating learning styles in hypermedia environment: Empirical evaluation , 2003 .

[12]  R. Felder,et al.  Understanding Student Differences , 2005 .

[13]  B. Zimmerman,et al.  Self-regulated learning and academic achievement: Theory, research, and practice. , 1989 .

[14]  Regina Vollmeyer,et al.  Motivation and metacognition when learning a complex system , 1999 .

[15]  Dirk Ifenthaler,et al.  Assessment for Game-Based Learning , 2012 .

[16]  Ronald R. Schmeck,et al.  Strategies and Styles of Learning , 1988 .

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

[18]  J. Keller Motivational Design for Learning and Performance: The ARCS Model Approach , 2009 .

[19]  Bernhard Schmitz,et al.  Self-monitoring zur Unterstützung des Transfers einer Schulung in Selbstregulation für Studierende: eine prozessanalytische Untersuchung , 2006 .

[20]  A. Tversky Features of Similarity , 1977 .

[21]  Pei-Di Shen,et al.  Applying web-enabled self-regulated learning and problem-based learning with initiation to involve low-achieving students in learning , 2009, Comput. Hum. Behav..

[22]  Pei-Di Shen,et al.  Applying Web-Enabled Problem-Based Learning and Self-Regulated Learning to Add Value to Computing Education in Taiwan's Vocational Schools , 2008, J. Educ. Technol. Soc..

[23]  J. Willett Chapter 9: Questions and Answers in the Measurement of Change , 1988 .

[24]  D. Leutner,et al.  Is it Merely a Question of “What” to Prompt or Also “When” to Prompt? , 2009 .

[25]  Jeongmin Lee,et al.  Effects of model -centered instruction and levels of learner expertise on effectiveness, efficiency, and engagement with ill-structured problem solving: An exploratory study of ethical decision making in program evaluation , 2009 .

[26]  K. Koedinger,et al.  Exploring the Assistance Dilemma in Experiments with Cognitive Tutors , 2007 .

[27]  Richard Riding,et al.  Cognitive style, gender and learning from multi-media materials in 11-year-old children , 1999, Br. J. Educ. Technol..

[28]  Dirk Ifenthaler,et al.  Model-based reasoning , 2013, Comput. Educ..

[29]  E. A. Locke,et al.  Self-regulation through goal setting , 1991 .

[30]  Jonathan O. McKeown,et al.  Using annotated concept map assessments as predictors of performance and understanding of complex problems for teacher technology integration , 2009 .

[31]  Roger Azevedo,et al.  Teaching and Learning in Technology-Rich Environments , 2006 .

[32]  Dirk Ifenthaler,et al.  Model-based tools for knowledge assessment , 2014 .

[33]  R. Felder,et al.  Applications, Reliability and Validity of the Index of Learning Styles* , 2005 .

[34]  Chia-Wen Tsai The Effects of Feedback in the Implementation of Web-Mediated Self-Regulated Learning , 2010, Cyberpsychology Behav. Soc. Netw..

[35]  Gail P. Baxter,et al.  2. Assessing Metacognition andSelf-Regulated Learning , 2000 .

[36]  Norbert M. Seel,et al.  Encyclopedia of the sciences of learning , 2012 .

[37]  Dirk Ifenthaler,et al.  Intelligent Model-Based Feedback: Helping Learners to Monitor their Individual Learning Progress , 2012 .

[38]  Heinz Heckhausen,et al.  Achievement motivation in perspective , 1985 .

[39]  B. Zimmerman Becoming a Self-Regulated Learner: An Overview , 2002 .

[40]  J. Michael Spector,et al.  Model-Based Methods for Assessment, Learning, and Instruction: Innovative Educational Technology at Florida State University , 2009 .

[41]  M. Jacobson Problem Solving About Complex Systems: Differences Between Experts and Novices , 2000 .

[42]  Andreas Gold,et al.  Lernstrategien im Studium. , 2001 .

[43]  B. Zimmerman,et al.  Self-Regulated Learning Viewed from Models of Information Processing , 2013 .

[44]  Dirk Ifenthaler,et al.  Practical Solutions for the Diagnosis of Progressing Mental Models , 2008 .

[45]  Dirk Ifenthaler Model-based feedback for improving expertise and expert performance , 2009 .

[46]  Rob Koper,et al.  La rappresentazione del Learning Design di Unità di Apprendimento , 2006 .

[47]  Izabela Sorić Self-regulated learning. Can we learn to learn. , 2014 .

[48]  B. Zimmerman,et al.  Self-regulated learning : from teaching to self-reflective practice , 1998 .

[49]  F. Paas,et al.  Effects of elicited reflections combined with tutor or peer feedback on self-regulated learning and learning outcomes , 2007 .

[50]  M. Boekaerts Self-regulated learning: Bridging the gap between metacognitive and metamotivation theories , 1995 .

[51]  A. Bandura GUIDE FOR CONSTRUCTING SELF-EFFICACY SCALES , 2006 .

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

[53]  M. Hannafin,et al.  Cognitive strategies and learning from the world wide web , 1997 .

[54]  J. Meece,et al.  The role of motivation in self-regulated learning. , 1994 .

[55]  Roger Azevedo,et al.  Adaptive Human Scaffolding Facilitates Adolescents’ Self-regulated Learning with Hypermedia , 2005 .

[56]  B. Zimmerman Models of Self-Regulated Learning and Academic Achievement , 1989 .

[57]  Kenneth A. Kavale,et al.  Substance over Style: Assessing the Efficacy of Modality Testing and Teaching , 1987 .

[58]  John B. Willett,et al.  Questions and Answers in the Measurement of Change , 1988 .

[59]  B. Hout-Wolters,et al.  Metacognition and learning: conceptual and methodological considerations , 2006 .

[60]  B. Zimmerman Developing self-fulfilling cycles of academic regulation: An analysis of exemplary instructional models. , 1998 .

[61]  Dirk Ifenthaler,et al.  Relational, structural, and semantic analysis of graphical representations and concept maps , 2010 .

[62]  Jan Elen,et al.  The Instructional Functionality of Multiple Adjunct Aids. , 2006 .

[63]  Xiaodong Lin,et al.  Supporting Learning of Variable Control in a Computer-Based Biology Environment: Effects of Prompting College Students to Reflect on Their Own Thinking , 1999 .

[64]  E. Deci,et al.  Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being. , 2000, The American psychologist.

[65]  Abbie Brown,et al.  Design experiments: Theoretical and methodological challenges in creating complex interventions in c , 1992 .

[66]  Philip H. Winne,et al.  Training students to process text with adjunct aids , 1983 .

[67]  P.R.J. Simons,et al.  Lernen, selbständig zu lernen: ein Rahmenmodell , 1992 .

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

[69]  Juan E. Gilbert,et al.  LEARNING STYLES: HOW DO THEY FLUCTUATE? , 2008 .

[70]  A. Efklides Metacognition Defining : Its Facets and Levels of Functioning in Relation to Self-Regulation and Co-regulation , 2008 .

[71]  Dirk Ifenthaler,et al.  Identifying cross-domain distinguishing features of cognitive structure , 2011 .

[72]  Dirk Ifenthaler,et al.  The Role of Cognitive Learning Strategies and Intellectual Abilities in Mental Model Building Processes , 2007 .

[73]  Geraldine Clarebout,et al.  Tool use in computer-based learning environments: towards a research framework , 2006, Comput. Hum. Behav..

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

[75]  John M. Keller,et al.  Motivation, volition and belief change strategies to improve mathematics learning , 2010, Journal of Computer Assisted Learning.

[76]  Gregory K. W. K. Chung,et al.  Design and Validation of Technology-Based Performance Assessments , 2007 .

[77]  Dirk Ifenthaler,et al.  Preactional self-regulation as a tool for successful problem solving and learning , 2011, CELDA 2011.

[78]  M. Veenman The assessment and instruction of self-regulation in computer-based environments: a discussion , 2007 .

[79]  Onjaree Natakuatoong,et al.  Self-Regulated Learning: A Key of a Successful Learner in Online Learning Environments in Thailand , 2013 .

[80]  Christopher W. Allinson,et al.  The Implications of Learning Styles for Training and Development: A Discussion of the Matching Hypothesis , 1996 .

[81]  M. Puustinen,et al.  Models of Self-regulated Learning: A review , 2001 .

[82]  Stewart Martin,et al.  Teachers using learning styles: Torn between research and accountability? , 2010 .

[83]  Dirk Ifenthaler,et al.  Determining the effectiveness of prompts for self-regulated learning in problem-solving scenarios , 2012, J. Educ. Technol. Soc..

[84]  Gregory Schraw,et al.  Assessing metacognitive awareness , 1994 .

[85]  Dirk Ifenthaler,et al.  Designing model-based learning environments to support mental models for learning , 2012 .

[86]  Adel M. Agina The effect of nonhuman's external regulation on young children's self-regulation to regulate their own process of learning , 2012, Comput. Hum. Behav..

[87]  Chin-Chung Tsai,et al.  Conceptions of and approaches to learning through online peer assessment , 2010 .

[88]  E. Davis Prompting Middle School Science Students for Productive Reflection: Generic and Directed Prompts , 2003 .

[89]  R. Felder,et al.  Learning and Teaching Styles in Engineering Education. , 1988 .

[90]  Paul R. Pintrich,et al.  Chapter 2 The role of motivation in promoting and sustaining self-regulated learning , 1999 .

[91]  Dirk Ifenthaler,et al.  Comparison of Two Analysis Approaches for Measuring Externalized Mental Models , 2011, J. Educ. Technol. Soc..

[92]  Joachim Wirth Promoting Self-Regulated Learning Through Prompts , 2009 .

[93]  Lisa D. Bendixen,et al.  Educational Research in the Internet Age: Examining the Role of Individual Characteristics , 2001 .

[94]  A. Honigsfeld,et al.  Impact of Learning-Style Instructional Strategies on Students' Achievement and Attitudes: Perceptions of Educators in Diverse Institutions , 2009 .

[95]  Heinz Heckhausen,et al.  Motivation und Handeln : Lehrbuch d. Motivationspsychologie , 1980 .

[96]  Fred Paas,et al.  Reflection prompts and tutor feedback in a web-based learning environment: effects on students' self-regulated learning competence , 2004, Comput. Hum. Behav..

[97]  Richard E. Clark,et al.  Why Minimal Guidance During Instruction Does Not Work: An Analysis of the Failure of Constructivist, Discovery, Problem-Based, Experiential, and Inquiry-Based Teaching , 2006 .

[98]  Danielle S. McNamara,et al.  Feedback and Revising in an Intelligent Tutoring System for Writing Strategies , 2013, AIED.

[99]  M. Boekaerts Self-Regulated Learning. , 1999 .

[100]  Linda Flower,et al.  The Dynamics of Composing : Making Plans and Juggling Constraints , 1980 .

[101]  Timothy E. Goldsmith,et al.  Structural knowledge assessment: comparison of referent structures , 1994 .

[102]  H. Heckhausen Achievement motivation and its constructs: A cognitive model , 1977 .

[103]  Norbert M. Seel,et al.  Educational diagnosis of mental models: Assessment problems and technology-based solutions. , 1999 .

[104]  N. Seel,et al.  A longitudinal perspective on inductive reasoning tasks. Illuminating the probability of change , 2011 .

[105]  Sang Ha Lee,et al.  A Psychometric Study of the Index of Learning Styles© , 2007 .

[106]  ChanMin Kim,et al.  The role of affective and motivational factors in designing personalized learning environments , 2012, Educational Technology Research and Development.

[107]  Stephen K. Reed,et al.  Cognitive Architectures for Multimedia Learning , 2006 .

[108]  Wim H. Gijselaers,et al.  Why advice on task selection may hamper learning in on-demand education , 2013, Comput. Hum. Behav..

[109]  Timothy E. Goldsmith,et al.  Specificity of Structural Assessment of Knowledge , 2010 .

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

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

[112]  Slava Kalyuga Assessment of learners' organised knowledge structures in adaptive learning environments , 2006 .

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

[114]  Barry J. Zimmerman,et al.  Self-Regulated Learning , 2001 .

[115]  J. Michael Spector,et al.  Highly integrated model assessment technology and tools , 2010, CELDA 2008.

[116]  Lev S. Vygotskij Denken und Sprechen , 2009 .

[117]  R. Pekrun,et al.  Emotions and Motivation in Learning and Performance , 2014 .

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

[119]  Jan Elen,et al.  The impact of instructional conceptions on the use of adjunct aids , 2006 .

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

[121]  Karen M. Zabrucky,et al.  Contributions of metacognitive and self-regulated learning theories to investigations of calibration of comprehension , 2009 .

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

[123]  Dirk Ifenthaler,et al.  Text Summaries or Concept Maps: Which Better Represent Reading Text Conceptualization?. , 2011 .

[124]  Vicki E. Snider,et al.  Learning Styles and Learning to Read , 1992 .

[125]  Ellen L. Usher,et al.  Self-Efficacy for Self-Regulated Learning , 2008 .

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

[127]  B. Zimmerman,et al.  The Psychology of Problem Solving: Motivating Self-Regulated Problem Solvers , 2003 .

[128]  Ann L. Brown,et al.  How people learn: Brain, mind, experience, and school. , 1999 .

[129]  Edward L. Deci,et al.  Intrinsic Motivation and Self-Determination in Human Behavior , 1975, Perspectives in Social Psychology.