Cognitive load in hypertext reading: A review

A process model of hypertext reading was used to generate predictions about the effects of hypertext features on cognitive processing during text navigation and comprehension. We evaluated the predictions of the model with respect to the extant literature, focusing on studies in which versions of hypertexts were compared. Consistent with our predictions, the increased demands of decision-making and visual processing in hypertext impaired reading performance. Individual differences in readers, such as working memory capacity and prior knowledge, mediated the impact of hypertext features. For example, readers with low working memory and low prior knowledge were usually disadvantaged in hypertext. Some benefits were observed for learners with low prior knowledge, however, if the hypertext structure was hierarchical and consistent with that of the knowledge domain. We also surveyed the effectiveness of structural features designed to reduce cognitive load, including graphical overviews, restricted access to links, and visible link types. Complex graphical overviews did not reliably enable learning and navigation, whereas navigational support from restricted access and visible link types were helpful. We identified gaps in the empirical literature and suggested future studies to investigate cognitive processes in hypertext reading.

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

[2]  M. Just,et al.  Language comprehension: sentence and discourse processing. , 1995, Annual review of psychology.

[3]  Laura M. Leventhal,et al.  Age related differences in the use of hypertext: Experiment and design guidelines , 1994, Hypermedia.

[4]  Michael J. Wenger,et al.  Comprehension and retention of nonlinear text : Considerations of working memory and material-appropriate processing , 1996 .

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

[6]  Murray Glanzer,et al.  Short-term storage in the processing of text , 1981 .

[7]  Roy Rada,et al.  Interacting With Hypertext: A Meta-Analysis of Experimental Studies , 1996, Hum. Comput. Interact..

[8]  D Budd,et al.  Individual differences in working memory strategies for reading expository text , 1995, Memory & cognition.

[9]  Aukse Balcytiene Exploring individual processes of knowledge construction with hypertext , 1999 .

[10]  Friedrich W. Hesse,et al.  The Use of Hypertext for Learning , 1999 .

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

[12]  M. Glanzer,et al.  Short-term storage in reading. , 1984 .

[13]  Robert F. Lorch,et al.  Integration of topic and subordinate information during reading , 1993 .

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

[15]  Patricia Wright Integrating Diagrams and Text. , 1990 .

[16]  J. Oakhill,et al.  Working memory, comprehension ability and the resolution of text anomaly. , 1989, British journal of psychology.

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

[18]  Amy M. Shapiro,et al.  The Relationship between Prior Knowledge and Interactive Overviews during Hypermedia-Aided Learning , 1999 .

[19]  A. Baddeley Exploring the Central Executive , 1996 .

[20]  M. Just,et al.  Working memory constraints on the processing of syntactic ambiguity , 1992, Cognitive Psychology.

[21]  A. Baddeley Working memory and language: an overview. , 2003, Journal of communication disorders.

[22]  M. D’Esposito Working memory. , 2008, Handbook of clinical neurology.

[23]  Richard E. Mayer,et al.  The effects of graphic organizers giving cues to the structure of a hypertext document on users' navigation strategies and performance , 2002, Int. J. Hum. Comput. Stud..

[24]  S. Connelly,et al.  Age and reading: the impact of distraction. , 1991, Psychology and aging.

[25]  P. Carpenter,et al.  Individual differences in working memory and reading , 1980 .

[26]  P. Rabbitt,et al.  Methodology of Frontal and Executive Function , 1999 .

[27]  P. Carpenter,et al.  Individual Differences in Integrating Information between and within Sentences. , 1983 .

[28]  Avi Parush,et al.  Web navigation structures in cellular phones: the depth/breadth trade-off issue , 2004, Int. J. Hum. Comput. Stud..

[29]  Dyi-Yih Michael Lin,et al.  Evaluating older adults' retention in hypertext perusal: impacts of presentation media as a function of text topology , 2004, Comput. Hum. Behav..

[30]  Michael Bernard,et al.  Examining a metric for predicting the accessibility of information within hypertext structures , 2002 .

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

[32]  Dyi-Yih Michael Lin Hypertext for the aged: effects of text topologies , 2003, Comput. Hum. Behav..

[33]  Martin Graff,et al.  Assessing learning from hypertext: An individual differences perspective , 2003 .

[34]  Murray Singer,et al.  Individual differences in bridging inference processes , 1992, Memory & cognition.

[35]  A. Dillon,et al.  Hypermedia as an Educational Technology: A Review of the Quantitative Research Literature on Learner Comprehension, Control, and Style , 1998 .

[36]  P. Rabbitt Introduction: Methodologies and models in the study of executive function , 2004 .

[37]  S. Hale,et al.  Processing Speed, Working Memory, and Fluid Intelligence: Evidence for a Developmental Cascade , 1996 .

[38]  Tom Carey,et al.  Labeled, typed links as cues when reading hypertext documents , 1996 .

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

[40]  Herre van Oostendorp,et al.  The influence of structure and reading-manipulation on usability of hypertexts , 1999, Interact. Comput..

[41]  Herre van Oostendorp,et al.  Cognitive Effects of a Structural Overview in a Hypertext , 1999, Br. J. Educ. Technol..

[42]  Andrew Dillon,et al.  HyperText and Cognition , 1996 .

[43]  W. Kintsch The role of knowledge in discourse comprehension : a construction-integration model , 1991 .

[44]  F. Paas,et al.  Cognitive Architecture and Instructional Design , 1998 .

[45]  Sasha A. Barab,et al.  The Effects of Navigational and Generative Activities in Hypertext Learning on Problem Solving and Comprehension , 1999 .

[46]  Dale S. Niederhauser,et al.  The Influence of Cognitive Load on Learning from Hypertext , 2000 .

[47]  Jean-François Rouet,et al.  Effects of content representation and readers' prior knowledge on the comprehension of hypertext , 2003, Int. J. Hum. Comput. Stud..

[48]  Avi Parush,et al.  The Impact of Visual Layout Factors on Performance in Web Pages: A Cross-Language Study , 2005, Hum. Factors.

[49]  M. A. Britt,et al.  Using Hypertext to Study and Reason About Historical Evidence , 1996 .

[50]  Fethi Calisir,et al.  Influence of text structure and prior knowledge of the learner on reading comprehension, browsing and perceived control , 2003, Comput. Hum. Behav..

[51]  Erping Zhu Hypermedia interface design: the effects of number of links and granularity of nodes , 1999 .

[52]  Rocco Paolucci,et al.  The effects of cognitive style and knowledge structure on performance using a hypermedia learning system , 1998 .

[53]  R. Mayer,et al.  Nine Ways to Reduce Cognitive Load in Multimedia Learning , 2003 .

[54]  Ulrike Cress,et al.  Previews in hypertexts: effects on navigation and knowledge acquisition , 2003, J. Comput. Assist. Learn..

[55]  Amy M. Shapiro,et al.  Promoting Active Learning: The Role of System Structure in Learning From Hypertext , 1998, Hum. Comput. Interact..

[56]  Michael F. Mohageg The Influence of Hypertext Linking Structures on the Efficiency of Information Retrieval , 1992 .

[57]  H. Van Dyke Parunak Ordering the information graph , 1991 .

[58]  Paul A. Kirschner,et al.  Cognitive load theory: implications of cognitive load theory on the design of learning , 2002 .

[59]  Michael J. Jacobson,et al.  Hypertext Learning Environments, Cognitive Flexibility, and the Transfer of Complex Knowledge: an Empirical Investigation Center for the Study of Reading Center for the Study of Reading Hypertext Learning Environments, Cognitive Flexibility, and the Transfer of Complex Knowledge: an Empirical Invest , 2007 .

[60]  Cynthia L. Selfe,et al.  Literacy and computers: The complications of teaching and learning with technology , 1995 .

[61]  Ray McAleese Hypertext: Theory into Practice , 1998 .

[62]  C. A. Moore,et al.  Field-Dependent and Field-Independent Cognitive Styles and Their Educational Implications , 1977 .

[63]  William P. Eveland,et al.  How Web Site Organization Influences Free Recall, Factual Knowledge, and Knowledge Structure Density , 2004 .

[64]  M. Daneman,et al.  Working memory and language comprehension: A meta-analysis , 1996, Psychonomic bulletin & review.

[65]  Detlev Leutner,et al.  Cognitive load in reading a foreign language text with multimedia aids and the influence of verbal and spatial abilities , 2003, Comput. Hum. Behav..

[66]  Peter L. T. Pirolli,et al.  Modeling Individual Differences in Students' Learning Strategies , 1995 .

[67]  T. K. Landauer,et al.  Selection from alphabetic and numeric menu trees using a touch screen: breadth, depth, and width , 1985, CHI '85.

[68]  Gavriel Salvendy,et al.  Hierarchical Menu Design: Breadth, Depth, and Task Complexity , 1996 .

[69]  Gregory R. Crane,et al.  The impact of digital libraries on cognitive processes: psychological issues of hypermedia , 2003, Comput. Hum. Behav..

[70]  Joseph Devlin,et al.  Hypertext/hypermedia handbook , 1991 .

[71]  Stephen C. Hirtle,et al.  An empirical comparison of visualization tools to assist information retrieval on the web , 2001, J. Assoc. Inf. Sci. Technol..

[72]  R. Spiro,et al.  The Art of Multimedia and the State of Education@@@Cognition, Education, and Multimedia: Exploring Ideas in High Technology , 1992 .

[73]  Timothy A. Salthouse,et al.  The aging of working memory. , 1994 .

[74]  Moon J. Lee,et al.  The effects of three different computer texts on readers' recall: based on working memory capacity , 2003, Comput. Hum. Behav..

[75]  Paul P. Maglio,et al.  Facilitating navigation in information spaces: Road-signs on the World Wide Web , 1999, Int. J. Hum. Comput. Stud..

[76]  Tim O'Shea,et al.  The effects of visible link-types on learning in the hypertext environment: an empirical study , 1995 .

[77]  A. van der Hulst,et al.  The effects of graphical overviews on knowledge acquisition in hypertext , 2002, J. Comput. Assist. Learn..

[78]  A. Baddeley,et al.  Working Memory: The multiple-component model , 1999 .

[79]  Teresa Dobson,et al.  Reading Hypertext and the Experience of Literature , 2006, J. Digit. Inf..

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

[81]  Chutiporn Anutariya,et al.  RDF Declarative Description (RDD): A Language for Metadata , 2001, J. Digit. Inf..

[82]  J. Oakhill,et al.  Working memory resources and children's reading comprehension , 2000 .

[83]  Hans G.L.C. Lodewijks Self-Regulated Versus Teacher-Provided Sequencing of Information in Learning From Text , 1982 .

[84]  Janet Fiderio The Grand Vision , 1988 .

[85]  Jos Beishuizen,et al.  Using Hypertext for Studying and Information Search , 1996 .

[86]  John E. McEneaney Does Hypertext Disadvantage Less Able Readers? , 2003 .

[87]  Bruce C. Howard,et al.  The Influence of Metacognitive Skills on Learners' Memory of Information in a Hypermedia Environment , 2004 .

[88]  A. Miyake,et al.  Models of Working Memory: Mechanisms of Active Maintenance and Executive Control , 1999 .

[89]  Wilhelmina C. Savenye,et al.  Effects of learner control, advisement, and prior knowledge on young students' learning in a hypertext environment , 1994 .

[90]  P. Broek,et al.  The effects of reading purpose and working memory capacity on the processing of expository text. , 2002 .

[91]  Rolf A. Zwaan,et al.  Situation models in language comprehension and memory. , 1998, Psychological bulletin.

[92]  Rosemary J. Stevenson,et al.  Effects of Text Structure and Prior Knowledge of the Learner on Navigation in Hypertext , 1998, Hum. Factors.

[93]  P. Johnson-Laird,et al.  Mental Models: Towards a Cognitive Science of Language, Inference, and Consciousness , 1985 .

[94]  O. Wilhelm,et al.  Working memory capacity - facets of a cognitive ability construct , 2000 .

[95]  K. C. Klauer,et al.  Interference in Immediate Spatial Memory: Shifts of Spatial Attention or Central executive Involvement? , 1997, The Quarterly journal of experimental psychology. A, Human experimental psychology.

[96]  David E. Hailey,et al.  Hypermedia, Multimedia, and Reader Cognition: An Empirical Study , 1998 .

[97]  P. Chandler,et al.  Cognitive load as a factor in the structuring of technical material. , 1990 .