Cognitive Modeling of Student Learning in Web-Based Instructional Programs

There has been tremendous growth in Web-based instruction over the past few years. Because the user group of Web-based instruction includes learners from heterogeneous backgrounds, individual differences become an important issue in the development of Web-based instructional programs. Among a variety of individual differences, cognitive style is a particularly important characteristic. This study aims to determine the relationships between learners' cognitive styles and their perceptions and attitudes toward the features of a Web-based instructional program. The results indicate that cognitive styles influence students' reactions to nonlinear interaction, independent learning, and navigation tools and the difficulties and problems that they encounter. The findings are applied to develop a learning model that can support the design of Web-based instructional programs.

[1]  G. Pask Learning Strategies, Teaching Strategies, and Conceptual or Learning Style , 1988 .

[2]  Peter Brusilovsky,et al.  World-Wide Intelligent Textbooks. , 2005 .

[3]  Elliot Soloway,et al.  The next generation in human-computer interaction , 1996, CACM.

[4]  Clayton Lewis,et al.  Theory-based design for easily learned interfaces , 1990 .

[5]  Nigel Ford,et al.  Individual differences, hypermedia navigation, and learning: an empirical study , 2000 .

[6]  R. Riding,et al.  Cognitive Styles and Learning Strategies , 2013 .

[7]  W. Michael Reed,et al.  Computer Experience and Interval-Based Hypermedia Navigation , 1997 .

[8]  N. Ford,et al.  Gender differences in Internet perceptions and use , 1996 .

[9]  David J. McArthur,et al.  Untangling the Web: Applications of the Internet and other Information Technologies to Higher Education , 1998 .

[10]  Eileen Scanlon,et al.  How gender influences learners working collaboratively with science simulations , 2000 .

[11]  O. Saracho Research directions for cognitive style and education , 1998 .

[12]  Clayton Lewis A research agenda for the nineties in human-computer interaction , 1990 .

[13]  Gretchen Rossman,et al.  Numbers and Words , 1985 .

[14]  N. Tallent Psychological testing. , 1960, The American journal of nursing.

[15]  Elliot Soloway,et al.  Learning theory in practice: case studies of learner-centered design , 1996, CHI.

[16]  R. Olstad,et al.  Inhibitors to Achievement in Science and Mathematics by Ethnic Minorities. , 1981 .

[17]  K. Bailey The Research Manual: Design and Statistics for Applied Linguistics , 1991 .

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

[19]  Carolena L. Lyons-Lawrence Effect of Learning Style on Performance in Using Computer-Based Instruction in Office Systems , 1994 .

[20]  Kyung-Sun Kim,et al.  Implications of User Characteristics in Information Seeking on the World Wide Web , 2001, Int. J. Hum. Comput. Interact..

[21]  P. Federico Learning styles and student attitudes toward various aspects of network-based instruction , 2000 .

[22]  Diane DiMartino,et al.  Cultural diversity and end-user searching: An analysis by gender and language background , 2000 .

[23]  G Salvendy,et al.  Information visualization; assisting low spatial individuals with information access tasks through the use of visual mediators. , 1995, Ergonomics.

[24]  Peter Brusilovsky,et al.  Adaptive educational systems on the World Wide Web , 1998 .

[25]  Louise T. Su An investigation to find appropriate measures for evaluating interactive information retrieval , 1991 .

[26]  R. Kozma,et al.  Individuality in learning. , 1978 .

[27]  Bernard M. Frank,et al.  The Effect of Learners' Field Independence, Cognitive Strategy Instruction, and Inherent Word-List Organization on Free-Recall Memory and Strategy Use , 1993 .

[28]  N. J. Ford,et al.  Modelling user navigation behaviours in a hyper-media-based learning system : An individual differences approach , 1998 .

[29]  Thomas D. Wilson,et al.  Exploring models of information behaviour: the 'uncertainty' project , 1999, Inf. Process. Manag..

[30]  Peter G. Polson,et al.  Theory-Based Design for Easily Learned Interfaces , 1990, Hum. Comput. Interact..

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

[32]  Andrew Large,et al.  Hypertext Instructional Programs and Learner Control: A Research Review. , 1996 .

[33]  Sri Hastuti Kurniawan,et al.  Increasing the Usability of Online Information for Older Users: A Case Study in Participatory Design , 2000, Int. J. Hum. Comput. Interact..

[34]  Mark Guzdial,et al.  Learner-centered design: the challenge for HCI in the 21st century , 1994, INTR.

[35]  C. A. Moore,et al.  FIELD‐DEPENDENT AND FIELD‐INDEPENDENT COGNITIVE STYLES AND THEIR EDUCATIONAL IMPLICATIONS , 1975 .

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

[37]  N. Ford,et al.  COGNITIVE STYLES AND SEARCHING , 1994 .

[38]  John T. E. Richardson Field independence in higher education and the case of distance learning , 1998 .

[39]  Kari E. Boyce,et al.  Delivering continuing professional education at a distance: The correlation of field dependence/independence and learning using the World Wide Web , 1999 .

[40]  E. Sadler‐Smith,et al.  Type of Instructional Material, Cognitive Style and Learning Performance , 1992 .

[41]  D. Goodenough,et al.  Dream recall and dream recall failure: An arousal-retrieval model. , 1976 .

[42]  Elizabeth W. Carter "Doing the Best You Can with What You Have:" Lessons Learned from Outcomes Assessment. , 2002 .

[43]  Daniel J. Power,et al.  Issues in Designing and Using Web-based Teaching Cases, , 1999 .

[44]  Malcolm Andrew Web-based Strategies for Improving Undergraduate Commitment to Learning , 2001 .

[45]  Alan S. Miller Cognitive Styles: an integrated model , 1987 .

[46]  D R Goodenough,et al.  Cognitive styles: essence and origins. Field dependence and field independence. , 1981, Psychological issues.

[47]  Suliman Al-Hawamdeh,et al.  Gender and learning attitudes in using Web-based science lessons , 1999, Inf. Res..

[48]  Mary Jane Even Adapting Cognitive Style Theory in Practice. , 1982 .

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

[50]  Huey-Wen Chou,et al.  The influence of learning style and training method on self-efficacy and learning performance in WWW homepage design training , 2000, Int. J. Inf. Manag..

[51]  Joseph Krajcik,et al.  Exploring a Structured Definition for Learner-Centered Design , 2000 .

[52]  Chien Chou,et al.  Navigation Maps in a Computer-Networked Hypertext Learning System. , 1997 .

[53]  Romain Zeiliger,et al.  Designing Navigational Support for Educational Software , 1995, EWHCI.

[54]  Carol A. Chapelle,et al.  Computer‐Assisted Language Learning as a Predictor of Success in Acquiring English as a Second Language , 1986 .

[55]  Hao-Ren Ke,et al.  Exploring behavior of E-journal users in science and technology: Transaction log analysis of Elsevier's ScienceDirect OnSite in Taiwan , 2002 .

[56]  Wan Ng,et al.  Students' Perceptions of the Effectiveness of the World Wide Web as a Research and Teaching Tool in Science Learning , 2002 .

[57]  D. Goodenough The role of individual differences in field dependence as a factor in learning and memory. , 1975, Psychological bulletin.

[58]  G PolsonPeter,et al.  Theory-based design for easily learned interfaces , 1990 .

[59]  G. Pask STYLES AND STRATEGIES OF LEARNING , 1976 .

[60]  A. Dufresne,et al.  Cognitive Style and Its Implications for Navigation Strategies , 1997 .

[61]  Judi Repman,et al.  The Relationship of Learning, Behavior, and Cognitive Style in Hypermedia-Based Instruction: Implications for Design of HBI , 1995, Planning Continuing Professional Development.

[62]  Daniel Light,et al.  The Union City Story: Education Reform and Technology Students' Performance on Standardized Tests. , 1998 .

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

[64]  I. A. Newman,et al.  Virtual hierarchies and virtual networks: some lessons from hypermedia usability research applied to the World Wide Web , 1997, Int. J. Hum. Comput. Stud..

[65]  Irfan Naufal Umar,et al.  A study of the effects of cognitive styles and learning strategies among Malaysian pre-college students in a hypermedia environment , 1999 .

[66]  Nigel Ford,et al.  Matching/mismatching revisited: an empirical study of learning and teaching styles , 2001, Br. J. Educ. Technol..

[67]  Gary Marchionini,et al.  Information Seeking in Electronic Environments , 1995 .