Improving the frame design of computer simulations for learning: Determining the primacy of the isolated elements or the transient information effects

Computer simulations were used to teach students basic concepts associated with correlation. Half of the students were presented information in a sequential series of single frames in which each frame replaced the preceding frame while the other half were presented the information in simultaneous multiple frames in which each frame was added to the previous frames without replacement. It was hypothesized that if the isolated elements effect occurs, the single-frame condition should be superior. Alternatively, if the transient information effect dominates, the multiple-frame condition should be superior. Results confirmed the superiority of the single-frame presentation. Eye-tracking indicated that participants who learned with single frames paid more attention to the important representations than participants who learned with multiple frames. We compared two frame designs using computer simulations.A single-frame presentation was superior to a multiple-frame presentation.The single-frame group looked at critical representations.The isolated elements effect occurred using computer simulations.

[1]  Barbara Tversky,et al.  Animation: can it facilitate? , 2002, Int. J. Hum. Comput. Stud..

[2]  Paul Ayres Impact of Reducing Intrinsic Cognitive Load on Learning in a Mathematical Domain. , 2006 .

[3]  J. Sweller Element Interactivity and Intrinsic, Extraneous, and Germane Cognitive Load , 2010 .

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

[5]  K. Holmqvist,et al.  Reading Information Graphics: the Role of Spatial Contiguity and Dual Attentional Guidance , 2022 .

[6]  F. Paas,et al.  Instructional Efficiency: Revisiting the Original Construct in Educational Research , 2008 .

[7]  Thomas Huk,et al.  Combining cognitive and affective support in order to promote learning , 2009 .

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

[9]  T. Gog,et al.  Effects of pairs of problems and examples on task performance and different types of cognitive load , 2014 .

[10]  F. Paas,et al.  How to Optimize Learning From Animated Models: A Review of Guidelines Based on Cognitive Load , 2008 .

[11]  Fred G. W. C. Paas,et al.  The Efficiency of Instructional Conditions: An Approach to Combine Mental Effort and Performance Measures , 1992 .

[12]  J. Sweller,et al.  Cognitive load theory, modality of presentation and the transient information effect. , 2011 .

[13]  Jose P. Mestre,et al.  Psychology of Learning and Motivation: Cognition in Education , 2011 .

[14]  Mireille Betrancourt,et al.  The Cambridge Handbook of Multimedia Learning: The Animation and Interactivity Principles in Multimedia Learning , 2005 .

[15]  P. Chandler,et al.  Assimilating complex information , 2002 .

[16]  Annemarie Hauf,et al.  Computers in education , 1983 .

[17]  Günter Daniel Rey Interactive elements for dynamically linked multiple representations in computer simulations , 2011 .

[18]  Chun-Yen Chang,et al.  The Idea Storming Cube: Evaluating the Effects of Using Game and Computer Agent to Support Divergent Thinking , 2010, J. Educ. Technol. Soc..

[19]  Paul Ayres,et al.  Can the Isolated-Elements Strategy Be Improved by Targeting Points of High Cognitive Load for Additional Practice?. , 2013 .

[20]  Yao-Ting Sung,et al.  Efficacy of Simulation-Based Learning of Electronics Using Visualization and Manipulation , 2011, J. Educ. Technol. Soc..

[21]  Tzu-Chien Liu,et al.  Developing Simulation-based Computer Assisted Learning to Correct Students' Statistical Misconceptions based on Cognitive Conflict Theory, using "Correlation" as an Example , 2010, J. Educ. Technol. Soc..

[22]  B. Homer,et al.  Optimizing cognitive load for learning from computer-based science simulations , 2006 .

[23]  Florian Schmidt-Weigand,et al.  A closer look at split visual attention in system- and self-paced instruction in multimedia learning , 2010 .

[24]  Tzu-Chien Liu,et al.  Effects of digital dictionary format on incidental acquisition of spelling knowledge and cognitive load during second language learning: Click-on vs. key-in dictionaries , 2014, Comput. Educ..

[25]  J. Sweller,et al.  Cognitive load theory, the transient information effect and e-learning , 2012 .

[26]  John Sweller,et al.  Interactions between the isolated–interactive elements effect and levels of learner expertise: experimental evidence from an accountancy class , 2010 .

[27]  John Sweller,et al.  Cognitive Load Theory , 2020, Encyclopedia of Education and Information Technologies.

[28]  Eileen Scanlon,et al.  Reconsidering simulations in science education at a distance: features of effective use , 2007, J. Comput. Assist. Learn..

[29]  F. Paas,et al.  Variability of Worked Examples and Transfer of Geometrical Problem-Solving Skills: A Cognitive-Load Approach , 1994 .

[30]  Eric Jamet,et al.  An eye-tracking study of cueing effects in multimedia learning , 2014, Comput. Hum. Behav..

[31]  Katharina Scheiter,et al.  Eye tracking as a tool to study and enhance multimedia learning , 2010 .

[32]  Erica Morris The design and evaluation of Link: A computer-based learning system for correlation , 2001, Br. J. Educ. Technol..

[33]  Slava Kalyuga,et al.  Managing Cognitive Load in Adaptive Multimedia Learning , 2008 .

[34]  Tzu-Chien Liu,et al.  The application of Simulation-Assisted Learning Statistics (SALS) for correcting misconceptions and improving understanding of correlation , 2010, J. Comput. Assist. Learn..