Cognitive Load While Learning to Use a Computer Program

There is a growing body of evidence suggesting that many traditional instructional techniques may unnecessarily overload limited working memory and impede learning. Based on cognitive load theory, it was hypothesised that instructional design only takes on a crucial role when there is a high level of interaction between learning elements resulting in those elements having to be simultaneously held in working memory. When there is little, if any, interaction between individual learning elements, then the format of presentation should be inconsequential. These hypotheses were tested using a computer-aided design/computer-aided manufacture (CAD/CAM) package with trainees from a Sydney company. Results showed that when instructions involved high element interactivity, a self-contained manual that physically integrated disparate information and did not require the use of the computer hardware was vastly superior to instructional formats that involved continual interaction with the computer. No differences were found between instructional formats when the learning material entailed low element interactivity. Evidence that these findings were due to cognitive load rather than other factors came from secondary task analysis. In light of these and previous results, suggestions are made for cognitively guided instructional packages.

[1]  P. Chandler,et al.  Evidence for Cognitive Load Theory , 1991 .

[2]  J. Sweller COGNITIVE LOAD THEORY, LEARNING DIFFICULTY, AND INSTRUCTIONAL DESIGN , 1994 .

[3]  John Sweller,et al.  Some cognitive processes and their consequences for the organisation and presentation of information , 1993 .

[4]  T. Gärling,et al.  Acquisition of locational information about reference points during locomotion: the role of central information processing. , 1982, Scandinavian journal of psychology.

[5]  G. A. Miller THE PSYCHOLOGICAL REVIEW THE MAGICAL NUMBER SEVEN, PLUS OR MINUS TWO: SOME LIMITS ON OUR CAPACITY FOR PROCESSING INFORMATION 1 , 1956 .

[6]  E. Hunt,et al.  Individual differences in secondary task performance , 1982, Memory & cognition.

[7]  J. Bain,et al.  Information-Processing Demands of Transitive Inference , 1986 .

[8]  Allen Newell,et al.  Human Problem Solving. , 1973 .

[9]  John Sweller,et al.  Cognitive technology: Some procedures for facilitating learning and problem solving in mathematics and science. , 1989 .

[10]  J. Lave Cognition in Practice: Outdoors: a social anthropology of cognition in practice , 1988 .

[11]  Bruce K. Britton,et al.  Use of cognitive capacity in reading identical texts with different amounts of discourse level meaning. , 1979 .

[12]  Paul Chandler,et al.  Mathematics teaching can be relevant: Maths problems in NC programming , 1988 .

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

[14]  R. A. Tarmizi,et al.  Guidance during Mathematical Problem Solving. , 1988 .

[15]  R. Glaser Education and Thinking: The Role of Knowledge. , 1984 .

[16]  P. Chandler,et al.  Why Some Material Is Difficult to Learn , 1994 .

[17]  Earl Hunt,et al.  Coordinating cognitive information: Task effects and individual differences in integrating information from several sources , 1991, Cognitive Psychology.

[18]  Bruce K. Britton,et al.  Effects of prior knowledge on use of cognitive capacity in three complex cognitive tasks. , 1982 .

[19]  J. Overall Continuity Correction for Fisher's Exact Probability Test , 1980 .

[20]  A. D. Fisk,et al.  Memory as a function of attention, level of processing, and automatization. , 1984, Journal of experimental psychology. Learning, memory, and cognition.

[21]  J. Sweller,et al.  Cognitive load effects in a primary-school geometry task , 1993 .

[22]  T. Gärling,et al.  Processing of information about location during locomotion: Effects of a concurrent task and locomotion patterns , 1980 .

[23]  Ard W. Lazonder,et al.  The Minimal Manual: Is Less Really More? , 1993, Int. J. Man Mach. Stud..

[24]  J. Sweller,et al.  Structuring Effective Worked Examples , 1990 .

[25]  P. Chandler,et al.  THE SPLIT‐ATTENTION EFFECT AS A FACTOR IN THE DESIGN OF INSTRUCTION , 1992 .

[26]  John Sweller,et al.  Cognitive Load During Problem Solving: Effects on Learning , 1988, Cogn. Sci..

[27]  P. Chandler,et al.  Cognitive Load Theory and the Format of Instruction , 1991 .