Information-conveying approaches and cognitive styles of mental modeling in a hypermedia-based learning environment

The increasing spread of Internet technology has highlighted the need for a better understanding of the fundamental issues concerning human users in a virtual space. Despite the great degree of navigational freedom, however, not all hypermedia users have the capability to locate information or assimilate internal knowledge. Research findings suggest that this type of problem could be solved if users were able to hold a cognitive overview of the hypermedia structure. How a learner can acquire the correct structural knowledge of online information has become an important factor in learning performance in a hypermedia environment. Variables that might influence learners' abilities in structuring a cognitive overview, such as users' cognitive styles and the different ways of representing information, should be carefully taken into account. The results of this study show that the interactions between information representation approaches and learners' cognitive styles have significant effects on learners' performance in terms of structural knowledge and feelings of disorientation. Learners' performance could decline if a representational approach that contradicts their cognitive style is used. Finally, the results of the present study may apply only when the learner's knowledge level is in the introductory stage. It is not clear how and what type of cognitive styles, as well as information representation approaches, will affect the performance of advanced and expert learners. © 2008 Wiley Periodicals, Inc.

[1]  Jakob Nielsen,et al.  The art of navigating through hypertext , 1990, CACM.

[2]  Wayne A. Nelson,et al.  Learning, Instruction, and Hypermedia. , 1992 .

[3]  R. Riding,et al.  Cognitive Styles—an overview and integration , 1991 .

[4]  Lloyd P. Rieber,et al.  Animation as feedback in a computer-based simulation: Representation matters , 1996 .

[5]  Tom Carey,et al.  Human-computer interaction , 1994 .

[6]  J.H. McClellan,et al.  CNT: concept-map based navigation and discovery in a repository of learning content , 2004, 34th Annual Frontiers in Education, 2004. FIE 2004..

[7]  Michael J. Wenger,et al.  Effects of a Graphical Browser on Readers' Efficiency in Reading Hypertext. , 1994 .

[8]  H. A. Witkin Individual differences in ease of perception of embedded figures. , 1950, Journal of personality.

[9]  David H. Jonassen,et al.  Problems and issues in designing hypertext/hypermedia for learning , 1990 .

[10]  P. Johnson-Laird Mental models , 1989 .

[11]  Wansoo T. Rhee A Matching Problem and Subadditive Euclidean Functionals , 1993 .

[12]  Richard J. Koubek,et al.  An empirical evaluation of knowledge, cognitive style, and structure upon the performance of a hypertext task , 1994, Int. J. Hum. Comput. Interact..

[13]  Alexandra Dimitroff,et al.  Mental Models Theory and Search Outcome in a Bibliographic Retrieval System. , 1992 .

[14]  Christine L. Borgman The User's Mental Model of an Information Retrieval System: An Experiment on a Prototype Online Catalog , 1986, Int. J. Man Mach. Stud..

[15]  Gail Fitzgerald,et al.  The effects of learner differences on usage patterns and learning outcomes with hypermedia case studies , 1998 .

[16]  Lucy A. Suchman,et al.  Collaborative Writing in NoteCards , 1988, UK Hypertext.

[17]  Sallie E. Gordon,et al.  Enhancing Hypertext Documents to Support Learning from Text. , 1992 .

[18]  M. Ross Quillian,et al.  The teachable language comprehender: a simulation program and theory of language , 1969, CACM.

[19]  Sharon Reynolds,et al.  Knowledge hypermaps and cooperative learning , 1991 .

[20]  Robert D. Macredie,et al.  Cognitive styles and hypermedia navigation: Development of a learning model , 2002, J. Assoc. Inf. Sci. Technol..

[21]  R. Macneil The Relationship of Cognitive Style and Instructional Style to the Learning Performance of Undergraduate Students , 1980 .

[22]  Roberta G. Abraham Relationships Between Use of the Strategy of Monitoring and the Cognitive Style , 1983, Studies in Second Language Acquisition.

[23]  D. Jonassen,et al.  Learner-Generated vs. Instructor-Provided Analysis of Semantic Relationships. , 1992 .

[24]  Donald A. Norman,et al.  Some observations on mental models , 1987 .

[25]  M. Graff,et al.  Cognitive Style and Cross Cultural Differences in Internet Use and Computer Attitudes , 2004 .

[26]  Chien Chou,et al.  The effect of navigation map types and cognitive styles on learners' performance in a computer-networked hypertext learning system , 1998 .

[27]  Andrew Dillon,et al.  Designing Usable Electronic Text: Ergonomic Aspects Of Human Information Usage , 1994 .

[28]  Peggy A. Ertmer,et al.  Behaviorism, Cognitivism, Constructivism: Comparing Critical Features from a Design Perspective. , 1993 .

[29]  Barbara M. Strawitz Cognitive style and the effects of two instructional treatments on the acquisition and transfer of the ability to control variables: A longitudinal study , 1984 .

[30]  Rosemary J. Stevenson,et al.  Spatial versus conceptual maps as learning tools in hypertext , 1999 .

[31]  Min Liu,et al.  The Effects of Students' Computer-Based Prior Experiences and Instructional Exposures on the Application of Hypermedia-Related Mental Models , 1996 .

[32]  Theodore W. Frick,et al.  Artificial Tutoring Systems: What Computers Can and Can't Know , 1997 .

[33]  John R. Anderson Acquisition of cognitive skill. , 1982 .

[34]  Wilhelmina C. Savenye,et al.  How Do Learning Styles Relate to Performance in a Computer Applications Course , 1992 .

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

[36]  J. Novak The Theory Underlying Concept Maps and How To Construct Them , 2004 .

[37]  G. Salvendy,et al.  Cognitive performance of super-experts on computer program modification tasks , 1991 .

[38]  Arthur F. Kramer,et al.  Maps or Analogies? A Comparison of Instructional Aids for Menu Navigation , 1990 .

[39]  Jeff Conklin,et al.  Hypertext: An Introduction and Survey , 1987, Computer.

[40]  Kathryn F. Cochran,et al.  An information processing view of field dependence‐independence∗ , 1989 .

[41]  Halima Habieb Mammar,et al.  Incorporating Cognitive Styles into Adaptive Multimodal Interfaces , 2019, Proceedings of the Twenty-Fourth Annual Conference of the Cognitive Science Society.

[42]  S McDonald,et al.  Disorientation in hypertext: the effects of three text structures on navigation performance. , 1996, Applied ergonomics.

[43]  Barry Harper,et al.  How Do Preservice Teachers Use Concept Maps To Organize Their Curriculum Content Knowledge , 1998 .

[44]  Thomas M. Schwen,et al.  On the Design of an Enriched Learning and Information Environment (ELIE) , 1993 .

[45]  W. C. Robertson,et al.  Detection of Cognitive Structure with Protocol Data: Predicting Performance on Physics Transfer Problems , 1990, Cogn. Sci..

[46]  Brian P. Coppola,et al.  Promoting Student Learning in a Large General Chemistry Course. , 2004 .

[47]  Brian R. Gaines,et al.  Open architecture multimedia documents , 1993, MULTIMEDIA '93.

[48]  M. Driscoll Measures of Cognitive Structure: Do They Assess Learning at the Level of Comprehension?. , 1985 .

[49]  R. G. Hunt,et al.  Cognitive style and decision making , 1989 .

[50]  Patricia A. Herman,et al.  Incidental acquisition of word meaning from expositions with varied text features , 1987 .

[51]  M. Driscoll Psychology of Learning for Instruction , 1993 .

[52]  A. Lawson Predicting science achievement: The role of developmental level, disembedding ability, mental capacity, prior knowledge, and beliefs , 1983 .

[53]  Lynda Hardman,et al.  'Lost in Hyperspace': Cognitive Mapping and Navigation in a Hypertext Environment , 1999, UK Hypertext.

[54]  Nigel Ford,et al.  Cognitive styles and virtual environments , 2000, J. Am. Soc. Inf. Sci..

[55]  Umberto Eco,et al.  Semiotics and the philosophy of language , 1985, Advances in semiotics.

[56]  C. A. Moore,et al.  Cognitive Style and the Teaching Learning Process. , 1974 .

[57]  Cliff McKnight,et al.  Navigation in Hypertext: Structural Cues and Mental Maps , 1989, UK Hypertext.

[58]  R. Sternberg,et al.  Perspectives on thinking, learning, and cognitive styles , 2001 .

[59]  Ching-Tao Chang,et al.  A study of hypertext document structure and individual differences: Effects on learning performance , 1995 .

[60]  David H. Jonassen,et al.  Acquiring Structural Knowledge from Semantically Structured Hypertext. , 1992 .

[61]  Rachelle S. Heller,et al.  The Role of Hypermedia in Education: A Look at the Research Issues. , 1990 .

[62]  James W. Keefe,et al.  Learning Style Theory and Practice , 1987 .

[63]  Amanda Spink,et al.  Information seeking and mediated searching. Part 4. Cognitive styles in information seeking , 2002, J. Assoc. Inf. Sci. Technol..

[64]  J. Sturm,et al.  Effects of Hand–Drawn and Computer–Generated Concept Mapping on the Expository Writing of Middle School Students with Learning Disabilities , 2002 .

[65]  David H. Jonassen,et al.  Structural Knowledge: Techniques for Representing, Conveying, and Acquiring Structural Knowledge , 1993 .

[66]  N. Hammond,et al.  Learning with Hypertext : Problems, Principles and Prospects , 1993 .

[67]  H. Van Dyke Parunak,et al.  Hypermedia topologies and user navigation , 1989, Hypertext.

[68]  Dennis E. Egan,et al.  Individual Differences In Human-Computer Interaction , 1988 .

[69]  James M. Royer,et al.  Techniques and Procedures for Assessing Cognitive Skills , 1993 .

[70]  Chaomei Chen,et al.  Individual differences in virtual environments-introduction and overview , 2000 .

[71]  David H. Jonassen,et al.  Hypertext and Instructional Design: Some Preliminary Guidelines , 2008 .

[72]  J. Jamieson The Cognitive Styles of Reflection/Impulsivity and Field Independence/Dependence and ESL Success , 1992 .

[73]  Paul M. Fitts,et al.  Perceptual-Motor Skill Learning1 , 1964 .

[74]  Peggy A. Ertmer,et al.  Behaviorism, Cognitivism, Constructivism: Comparing Critical Features From an Instructional Design Perspective , 2008 .

[75]  Mark T. Keane,et al.  Cognitive psychology: A student's handbook, 7th ed. , 2015 .

[76]  John R. Wilson,et al.  Mental Models: Theory and Application in Human Factors , 1989 .

[77]  A. Antonietti,et al.  Metacognitive knowledge about problem-solving methods. , 2000, The British journal of educational psychology.

[78]  Andrzej Ehrenfeucht,et al.  Textual and visual access to a computer by people who know nothing about it , 1988, SIGDOC '88.

[79]  Joseph D. Novak,et al.  Meaningful learning: The essential factor for conceptual change in limited or inappropriate propositional hierarchies leading to empowerment of learners , 2002 .

[80]  Ray McAleese,et al.  Navigation and Browsing in Hypertext , 1999, UK Hypertext.

[81]  J. Novak Reflections on a Half-Century of Thinking in Science Education and Research: Implications from a Twelve-Year Longitudinal Study of Children’s Learning , 2004 .

[82]  C. Pleydell-Pearce,et al.  Cognitive Style and Individual Differences in EEG Alpha During Information Processing. , 1997 .

[83]  Ayuba Yabilar Mshelua,et al.  Depth Picture Percepition in Relation to Cognitive Style and Training in Non-Western Children , 1990 .

[84]  P. Johnson-Laird The computer and the mind: an introduction to cognitive science , 1988 .

[85]  M. Ehrman Psychology: Psychological factors and distance education , 1990 .

[86]  D. Ausubel The psychology of meaningful verbal learning. , 1963 .

[87]  K. J. Craik,et al.  The nature of explanation , 1944 .

[88]  L. Doebler,et al.  Effects of teacher awareness of the educational implications of field-dependent/field-independent cognitive style on selected classroom variables. , 1979 .

[89]  Roger W. Schvaneveldt,et al.  Measuring the Structure of Expertise , 1985, Int. J. Man Mach. Stud..

[90]  D. Norman The psychology of everyday things , 1990 .

[91]  Neville A. Stanton,et al.  An investigation of styles and strategies in self directed learning , 1992 .

[92]  Riccardo Rizzo,et al.  Map-based horizontal navigation in educational Hypertext , 2002, HYPERTEXT '02.

[93]  Nick Hammond,et al.  Extending hypertext for learning: an investigation of access and guidance tools , 1990 .

[94]  David Ellis,et al.  Hypertext and learning styles , 1993 .

[95]  H. A. Witkin A Manual for the embedded figures tests , 1971 .

[96]  Sharon Reynolds,et al.  The knowledge hypermap: an alternative to hypertext , 1990 .

[97]  J R Wilson,et al.  Navigation in hypertext through virtual environments. , 1993, Applied ergonomics.

[98]  Neville A. Stanton,et al.  Maps as Navigational Aids in Hypertext Environments: An Empirical Evaluation. , 1992 .

[99]  Charles E. Grantham,et al.  Socializing the human-computer environment , 1990, Human computer interaction.

[100]  James D. Klein,et al.  The effects of search tool type and cognitive style on performance during hypermedia database searches , 1996 .

[101]  Paulo Dias,et al.  Understanding navigation and disorientation in hypermedia learning environments , 1997 .

[102]  Ben Shneiderman,et al.  Hypertext Hands-on! - an introduction to a new way of organizing and accessing information , 1989 .

[103]  Dayo Adejumo Effect of Cognitive Style on Strategies for Comprehension of Prose , 1983 .

[104]  Robert E. Beasley The Effects of Three Browsing Devices on Learner Structural Knowledge, Achievement, and Perceived Disorientation in a Hierarchically Organized Hypermedia Environment , 1994 .

[105]  Ram R. Bishu,et al.  Effects of Hypertext Topology on Navigation Performance , 1993, HCI.

[106]  W. Kintsch,et al.  Strategies of discourse comprehension , 1983 .

[107]  H. A. Witkin,et al.  Studies in space orientation; further experiments on perception of the upright with displaced visual fields. , 1948, Journal of experimental psychology.

[108]  Amanda Spink,et al.  Information-seeking and mediated searching. Part 1. Theoretical framework and research design , 2002, J. Assoc. Inf. Sci. Technol..

[109]  Frank M. Shipman,et al.  Spatial hypertext: an alternative to navigational and semantic links , 1999, CSUR.

[110]  P. Warr,et al.  Intelligence, elementary cognitive components, and cognitive styles as predictors of complex task performance , 1996 .

[111]  S. Mahler,et al.  Didactic use of concept mapping in higher education: applications in medical education , 1991 .

[112]  Donald A. Norman,et al.  Explorations in Cognition , 1975 .