Toward a Comprehensive Model of Graph Comprehension: Making the Case for Spatial Cognition
We argue that a comprehensive model of graph comprehension must include spatial cognition. We propose that current models of graph comprehension have not needed to incorporate spatial processes, because most of the task/graph combinations used in the psychology laboratory are very simple and can be addressed using perceptual processes. However, data from our own research in complex domains that use complex graphs shows extensive use of spatial processing. We propose an extension to current models of graph comprehension in which spatial processing occurs a) when information is not explicitly represented in the graph and b) when simple perceptual processes are inadequate to extract that implicit information. We apply this model extension to some previously published research on graph comprehension from different labs, and find that it is able to account for the results.
KeywordsPerceptual Process Comprehensive Model Spatial Processing Spatial Cognition Graph Task
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- Baddeley, A.D.: Essentials of human memory. Psychology Press, Ltd., Hove (1999)Google Scholar
- Baddeley, A.D., Liebeman, K.: Spatial working memory. In: Nickerson, R.S. (ed.) Attention and performance VIII, pp. 521–539. Lawrence Erlbaum Associates, Hillsdale (1980)Google Scholar
- Cleveland, W.S.: The elements of graphing data. Wadsworth, Monterey (1985)Google Scholar
- Ericsson, K.A., Simon, H.A.: Protocol analysis: Verbal reports as data, 2nd edn. MIT Press, Cambridge (1993)Google Scholar
- Hart, R.A., Moore, G.T.: The development of spatial cognition: A review. In: Downs, R.M., Stea, D. (eds.) Image and environment: Cognitive mapping and spatial behavior, pp. 246–295. Aldine Publishing Company, Chicago (1973)Google Scholar
- Pinker, S.: A theory of graph comprehension. In: Freedle, R. (ed.) Artificial intelligence and the future of testing, pp. 73–126. Lawrence Erlbaum Associates, Inc., Hillsdale (1990)Google Scholar
- Roth, W.-M., Bowen, G.M.: When are graphs worth ten thousand words? An expertexpert study. Journal of the Learning Sciences 21(4), 429–473 (2003)Google Scholar
- Trafton, J.G., Trickett, S., Stitzlein, C.A., Saner, L., Schunn, C.D., Kirschenbaum, S.S.: The relationship between spatial transformations and iconic gestures. Spatial cogntion and computation (in press)Google Scholar
- Trafton, J.G., Trickett, S.B.: A new model of graph and visualization usage. In: Moore, J.D., Stenning, K. (eds.) The proceedings of the twenty third annual conference of the cognitive science society, pp. 1048–1053. Erlbaum, Mahwah (2001)Google Scholar
- Tversky, B.: Cognitive origins of graphic productions. In: Marchese, F.T. (ed.) Understanding images: Finding meaning in digital imagery, pp. 29–53. Springer, New York (1995)Google Scholar