Skip to main content
Log in

The Role of Working Memory in Multimedia Instruction: Is Working Memory Working During Learning from Text and Pictures?

  • Review
  • Published:
Educational Psychology Review Aims and scope Submit manuscript

Abstract

A lot of research has focused on the beneficial effects of using multimedia, that is, text and pictures, for learning. Theories of multimedia learning are based on Baddeley’s working memory model (Baddeley 1999). Despite this theoretical foundation, there is only little research that aims at empirically testing whether and more importantly how working memory contributes to learning from text and pictures; however, a more thorough understanding of how working memory limitations affect learning may help instructional designers to optimize multimedia instruction. Therefore, the goal of this review is to stimulate such empirical research by (1) providing an overview of the methodologies that can be applied to gain insights in working memory involvement during multimedia learning, (2) reviewing studies that have used these methodologies in multimedia research already, and (3) discussing methodological and theoretical challenges of such an approach as well as the usefulness of working memory to explain learning with multimedia.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Aiken, L., & West, S. G. (1991). Multiple regression: Testing and interpreting interactions. Newbury Park: Sage.

    Google Scholar 

  • Andrade, J. (2001). Working memory in perspective. Hove: Psychology Press.

    Google Scholar 

  • Antonenko, P. D., Paas, F., Grabner, R., & Van Gog, T. (2010). Using electroencephalography to measure cognitive load. Educational Psychology Review, 22, 425–438. doi:10.1007/s10648-010-9130-y.

    Article  Google Scholar 

  • Atkinson, R. C., & Shiffrin, R. M. (1968). Human memory: A proposed system and its control processes. In K. W. Spence & J. T. Spence (Eds.), The psychology of learning and motivation: Advances in research and theory (pp. 89–195). New York: Academic.

    Google Scholar 

  • Austin, K. A. (2009). Multimedia learning: Cognitive individual differences and display design techniques predict transfer learning with multimedia learning modules. Computers & Education, 53, 1339–1354. doi:10.1016/j.compedu.2009.06.017.

    Article  Google Scholar 

  • Baddeley, A. D. (1996). Exploring the central executive. The Quarterly Journal of Experimental Psychology, 49, 5–28. doi:10.1080/027249896392784.

    Article  Google Scholar 

  • Baddeley, A. D. (1998). Recent developments in working memory. Current Opinion in Neurobiology, 8, 234–238. doi:10.1016/S0959-4388(98)80145-1.

    Article  Google Scholar 

  • Baddeley, A. D. (1999). Essentials of Human Memory. Hove: Psychology Press.

    Google Scholar 

  • Baddeley, A. D. (2000). The episodic buffer: A new component of working memory? Trends in Cognitive Sciences, 4, 417–423. doi:10.1016/S1364-6613(00)015382.

    Article  Google Scholar 

  • Baddeley, A. D., Emslie, H., Kolodny, J., & Duncan, J. (1998). Random generation and the executive control of working memory. Quarterly Journal of Experimental Psychology, 51, 819–852. doi:10.1080/027249898391413.

    Article  Google Scholar 

  • Brünken, R., Steinbacher, S., Plass, J. L., & Leutner, D. (2002). Assessment of cognitive load in multimedia learning using dual task methodology. Experimental Psychology, 49, 109–119. doi:10.1027//1618-3169.49.2.109.

    Google Scholar 

  • Brünken, R., Plass, J. L., & Leutner, D. (2004). Assessment of Cognitive Load in Multimedia Learning with Dual-Task Methodology: Auditory Load and Modality Effects. Instructional Science, 32, 115–132. doi:10.1023/B:TRUC.0000021812.96911.c5.

    Article  Google Scholar 

  • Brunyé, T. T., Taylor, H. A., Rapp, D. N., & Spiro, A. B. (2006). Learning procedures: The role of working memory in multimedia learning experiences. Applied Cognitive Psychology, 20, 917–940. doi:10.1002/acp.1236.

    Article  Google Scholar 

  • Carney, R. N., & Levin, R. N. (2002). Pictorial illustrations still improve students’ learning from text. Educational Psychology Review, 14, 5–26. doi:10.1023/A:1013176309260.

    Article  Google Scholar 

  • Carretti, B., Borella, E., Cornoldi, C., & De Beni, R. (2009). Role of working memory in explaining the performance of individuals with specific reading comprehension difficulties: A meta-analysis. Learning and Individual Differences, 19, 246–251. doi:10.1016/j.lindif.2008.10.002.

    Article  Google Scholar 

  • Cierniak, G., Scheiter, K., & Gerjets, P. (2009). Explaining the split-attention effect: Is the reduction of extraneous cognitive load accompanied by an increase in germane cognitive load? Computers in Human Behavior, 25(2), 315–324. doi:10.1016/j.chb.2008.12.020.

    Article  Google Scholar 

  • Cocchini, G., Logie, R. H., Della Sala, S., MacPherson, S. E., & Baddeley, A. D. (2002). Concurrent performance of two memory tasks: Evidence for domain-specific working memory systems. Memory & Cognition, 30, 1086–1095.

    Article  Google Scholar 

  • Colle, H. A., & Welsh, A. (1976). Acoustic masking in primary memory. Journal of Verbal Learning and Verbal Behaviour, 15, 17–31. doi:10.1016/S0022-5371(76)90003-7.

    Article  Google Scholar 

  • Conway, A. R. A., Kane, M. J., & Engle, R. W. (2003). Working memory capacity and its relation to general intelligence. Trends in Cognitive Science, 7, 547–552. doi:10.1016/j.tics.2003.10.005.

    Article  Google Scholar 

  • Conway, A. R. A., Kane, M. J., Bunting, M. F., Hambrick, D. Z., Wilhelm, O., & Engle, R. W. (2005). Working memory span tasks: A methodological review and user’s guide. Psychonomic Bulletin & Review, 12, 769–786.

    Article  Google Scholar 

  • Daneman, M., & Carpenter, P. A. (1980). Individual differences in working memory and reading. Journal of Learning and Verbal Behavior, 19, 450–466. doi:10.1016/S0022-5371(80)90312-6.

    Article  Google Scholar 

  • De Beni, R., Pazzaglia, F., Gyselinck, V., & Meneghetti, C. (2005). Visuospatial working memory and mental representation of spatial description. European Journal of Cognitive Psychology, 17, 77–95. doi:10.1080/09541440340000529.

    Article  Google Scholar 

  • Della Sala, S., Gray, C., Baddeley, A. D., & Wilson, L. (1997). Visual Pattern Test: A test of short-term visual recall. London: Harcourt Assessment.

    Google Scholar 

  • Della Sala, S., Gray, C., Baddeley, A., Allamano, N., & Wilson, L. (1999). Pattern spans: A tool for unwelding visuo-spatial memory. Neuropsychologia, 37, 1189–1199. doi:10.1016/S0028-3932(98)00159-6.

    Article  Google Scholar 

  • Doolittle, P. E., & Mariano, G. J. (2008). Working memory capacity and mobile multimedia learning environments: Individual differences in learning while mobile. Journal of Educational Multimedia and Hypermedia, 17, 511–530.

    Google Scholar 

  • Doolittle, P. E., Terry, K. P., & Mariano, G. J. (2009). Multimedia learning and working memory capacity. In R. Zheng (Ed.), Cognitive effects of multimedia learning (pp. 17–33). London: Premier Reference Source.

    Google Scholar 

  • Dutke, S., & Rinck, M. (2006). Multimedia learning: Working memory and the learning of word and picture diagrams. Learning and Instruction, 16, 526–537. doi:10.1016/j.learninstruc.2006.10.002.

    Article  Google Scholar 

  • Engle, R. W., Tuholski, S. W., Laughlin, J. E., & Conway, A. R. A. (1999). Working memory, short-term memory, and general fluid intelligence: A latent-variable approach. Journal of Experimental Psychology, 128, 309–331. doi:10.1037/0096-3445.128.3.309.

    Google Scholar 

  • Farmer, E. W., Berman, J. V. F., & Fletcher, Y. L. (1986). Evidence for a visuo-spatial scratch-pad in working memory. The Quarterly Journal of Experimental Psychology, 38(4-A), 675–688.

    Google Scholar 

  • Fischer, M. H., & Zwaan, R. A. (2008). Embodied language: A review of the role of the motor system in language comprehension. Quarterly Journal of Experimental Psychology, 61, 825–850. doi:10.1080/17470210701623605.

    Article  Google Scholar 

  • Gathercole, S., & Baddeley, A. (1993). Working memory and language processing. Hove: Erlbaum.

    Google Scholar 

  • Ginns, P. (2005). Meta-analysis of the modality effect. Learning and Instruction, 15, 313–331. doi:10.1016/j.learninstruc.2005.07.001.

    Article  Google Scholar 

  • Gyselinck, V., Ehrlich, M.-F., Cornoldi, C., de Beni, R., & Dubois, V. (2000). Visuospatial working memory in learning from multimedia systems. Journal of Computer Assisted Learning, 16, 166–176. doi:10.1046/j.1365-2729.2000.00128.x.

    Article  Google Scholar 

  • Gyselinck, V., Cornoldi, C., Dubois, V., de Beni, R., & Ehrlich, M.-F. (2002). Visuospatial memory and phonological loop in learning from multimedia. Applied Cognitive Psychology, 16, 665–685. doi:10.1002/acp.823.

    Article  Google Scholar 

  • Gyselinck, V., Jamet, E., & Dubois, V. (2008). The role of working memory components in multimedia comprehension. Applied Cognitive Psychology, 22, 353–374. doi:10.1002/acp.1411.

    Article  Google Scholar 

  • Irwin, J. R., & McClelland, G. H. (2003). Negative consequences of dichotomizing continuous predictor variables. Journal of Market Research, 40, 366–371. doi:10.1509/jmkr.40.3.366.19237.

    Article  Google Scholar 

  • Kane, M. J., Hambrick, D. Z., Tuholski, S. W., Wilhelm, O., Payne, T. W., & Engle, R. W. (2004). The generality of working memory capacity: A latent-variable approach to verbal and visospatial memory span and reasoning. Journal of Experimental Psychology: General, 133, 189–217. doi:10.1037/0096-3445.133.2.189.

    Article  Google Scholar 

  • Kruley, P., Sciama, S. C., & Glenberg, A. M. (1994). On-line processing of textual illustrations in the visuospatial sketchpad: Evidence from dual-task studies. Memory & Cognition, 22, 261–272.

    Article  Google Scholar 

  • Lawrence, B. M., Myerson, J., Oonk, H. M., & Abrams, R. A. (2001). The effect of eye and limb movements on working memory. Memory, 9, 433–444. doi:10.1080/09658210143000047.

    Article  Google Scholar 

  • Lehman, M. T., & Tompkins, C. A. (1998). Reliability and validity of and auditory working memory measure: Data from elderly and right-hemisphere damaged adults. Aphasiology, 12, 771–785. doi:10.1080/02687039808249572.

    Article  Google Scholar 

  • Logie, R. H. (1995). Visuo-spatial working memory. Aberdeen: Lawrence Erlbaum Associates.

    Google Scholar 

  • Logie, R. H., & Marchetti, C. (1991). Visuo-spatial working memory: Visual, spatial or central executive? In R. H. Logie & M. Denis (Eds.), Mental images in human cognition (pp. 105–115). Amsterdam: North-Holland Press.

    Chapter  Google Scholar 

  • Logie, R. H., & Pearson, D. G. (1997). The inner eye and the inner scribe of visuo-spatial working memory: Evidence from developmental fractionation. European Journal of Cognitive Psychology, 9, 241–257. doi:10.1080/713752559.

    Article  Google Scholar 

  • Lusk, D. L., Evans, A. D., Jeffrey, T. R., Palmer, K. R., Wikstrom, C. S., & Doolittle, P. F. (2009). Multimedia learning and individual differences: Mediating the effects of working memory capacity with segmentation. British Journal of Developmental Psychology, 40(4), 636–651. doi:10.1111/j.1467-8535.2008.00848.x.

    Google Scholar 

  • MacCallum, R. C., Zhang, S., Preacher, K. J., & Rucker, D. D. (2002). On the practice of dichotomization of quantitative variables. Psychological Methods, 7, 19–40. doi:10.1037//1082-989X.7.1.19.

    Article  Google Scholar 

  • Mayer, R. E. (2005). Cognitive Theory of Multimedia Learning. In R. E. Mayer (Ed.), The Cambridge handbook of multimedia learning (pp. 31–48). New York: Cambridge University Press.

    Google Scholar 

  • Mayer, R. E. (2009). Multimedia learning (2nd ed.). Cambridge: Cambridge University Press.

    Google Scholar 

  • McConnell, J., & Quinn, J. G. (2000). Interference in visual working memory. The Quarterly Journal of Experimental Psychology, 53, 53–67. doi:10.1080/027249800390664.

    Article  Google Scholar 

  • Milner, B. (1971). Interhemispheric differences in the localization of psychological processes in man. British Medical Bulletin, 27(3), 272–277.

    Google Scholar 

  • Miyake, A., & Shah, P. (1999). Models of working memory. Mechanisms of active maintenance and executive control. Cambridge: Cambridge University Press.

    Google Scholar 

  • Miyake, A., Emerson, M. J., Padilla, F., & Ahn, J. (2004). Inner speech as a retrieval aid for task goals: The effects of cue type and articulatory suppression in the random task cuing paradigm. Acta Psychologica, 115, 123–142. doi:10.1016/j.actpsy.2003.12.004.

    Article  Google Scholar 

  • Murray, D. J. (1967). The role of speech responses in short-term memory. Canadian Journal of Psychology, 21, 263–276. doi:10.1037/h0082978.

    Article  Google Scholar 

  • Nam, C. S., & Pujari, A. (2005). The role of working memory in multimedia learning. In Proceedings of the 11th International Conference on Human-Computer Interaction (HCII ‘05). Las Vegas: Mira Digital Publishing. CD-ROM

  • Norman, D., & Shallice, T. (1986). Attention to action: Willed and automatic control of behavior. In R. Davidson, G. Schwartz, & D. Shapiro (Eds.), Consciousness and self regulation: Advances in research and theory (Vol. 4, pp. 1–18). New York: Plenum.

    Google Scholar 

  • Osaka, N., Logie, R. H., & D’Esposito, M. (2007). The cognitive neuroscience of working memory. Oxford: Oxford University Press.

    Google Scholar 

  • Pazzaglia, F., Toso, C., & Cacciamani, S. (2008). The specific involvement of verbal and visuospatial working memory in hypermedia learning. British Journal of Educational Technology, 39(1), 110–124.

    Google Scholar 

  • Pearson, D. G. (2006). The episodic buffer. Implications and connections with visuo- spatial research. In T. Vecchi & G. Bottini (Eds.), Imagery and spatial cognition (pp. 139–153). Amsterdam: John Benjamins.

    Google Scholar 

  • Quinn, J. G., & McConnell, J. (1996). Irrelevant pictures in visual working memory. The Quarterly Journal of Experimental Psychology, 49, 200–215. doi:10.1080/027249896392865.

    Article  Google Scholar 

  • Rummer, R., Schweppe, J., Fürstenberg, A., Seufert, T., & Brünken, R. (2010). Working memory interference during processing texts and pictures: Implications for the explanation of the modality effect. Applied Cognitive Psychology, 24, 164–176. doi:10.1002/acp.1546.

    Article  Google Scholar 

  • Rummer, R., Schweppe, J., Fürstenberg, A., Scheiter, K., & Zindler, A. (2011). The perceptual basis of the modality effect in multimedia learning. Journal of Experimental Psychology: Applied (in press).

  • Salthouse, T. A., & Pink, J. E. (2008). Why is working memory related to fluid intelligence? Psychonomic Bulletin & Review, 15, 364–371. doi:10.3758/PBR.15.2.364.

    Article  Google Scholar 

  • Sanchez, C. A., & Wiley, J. (2006). An examination of the seductive details effect in terms of working memory capacity. Memory & Cognition, 34, 344–355.

    Article  Google Scholar 

  • Schmidt-Weigand, F., & Scheiter, K. (2011). The role of spatial descriptions in learning from multimedia. Computers in Human Behavior, 27, 22–28. doi:10.1016/j.chb.2010.05.007.

    Article  Google Scholar 

  • Schmidt-Weigand, F., Kohnert, A., & Glowalla, U. (2010). Explaining the modality and contiguity effects: New insights from investigating students’ viewing behavior. Applied Cognitive Psychology, 24, 226–237. doi:10.1002/acp.1554.

    Article  Google Scholar 

  • Seufert, T., Schütze, M., & Brünken, R. (2009). Memory characteristics and modality in multimedia learning: An aptitude-treatment-interaction study. Learning and Instruction, 19, 28–42. doi:10.1016/j.learninstruc.2008.01.002.

    Article  Google Scholar 

  • Shah, P., & Miyake, A. (1996). The separability of working memory resources for spatial thinking and language processing: An individual differences approach. Journal of Experimental Psychology: General, 125, 4–27. doi:10.1037/0096-3445.125.1.4.

    Article  Google Scholar 

  • Smith, E. E., & Jonides, J. (1997). Working memory: A view from neuroimaging. Cognitive Psychology, 33, 5–42. doi:10.1006/cogp.1997.0658.

    Article  Google Scholar 

  • Smith, E. E., & Jonides, J. (1999). Storage and executive processes in the frontal lobes. Science, 283, 1657–1661. doi:10.1126/science.283.5408.1657.

    Article  Google Scholar 

  • Spinnler, H., & Tognoni, G. (1987). Italian standardization and classification of neuropsychological tests. Italian Journal of Neurological Science, 6, 1–120.

    Google Scholar 

  • Spreen, O., & Strauss, E. (1998). A Compendium of Neuropsychological Tests. New York: Oxford University Press.

    Google Scholar 

  • Sweller, J. (2005). Implications of cognitive load theory for multimedia learning. In R. E. Mayer (Ed.), The Cambridge handbook of multimedia learning (pp. 19–30). New York: Cambridge University Press.

    Google Scholar 

  • Sweller, J., van Merriëboer, J. J. G., & Paas, F. G. W. C. (1998). Cognitive architecture and instructional design. Educational Psychology Review, 10, 251–285. doi:10.1023/A:1022193728205.

    Article  Google Scholar 

  • Tardieu, H., & Gyselinck, V. (2003). Working memory constraints in the integration and comprehension of information in a multimedia context. In H. van Oostendorp (Ed.), Cognition in a Digital World (pp. 3–24). London: Lawrence Erlbaum Associates.

    Google Scholar 

  • Turner, M. L., & Engle, R. W. (1989). Is working memory capacity task dependent? Journal of Memory and Language, 28, 127–154. doi:10.1016/0749-596X(89)90040-5.

    Article  Google Scholar 

  • Vandierendonck, A., Kemps, E., Fastame, M. C., & Szmalec, A. (2004). Working memory components of the Corsi blocks task. British Journal of Psychology, 95, 57–79. doi:10.1348/000712604322779460.

    Article  Google Scholar 

  • Waters, G. S., & Caplan, D. (1996). The measurement of verbal working memory capacity and its relation to reading comprehension. The Quarterly Journal of Experimental Psychology, 49A, 51–79. doi:10.1080/027249896392801.

    Google Scholar 

  • Wechsler, D. (1958). The measurement and appraisal of adult intelligence. Baltimore: Williams & Wilkins.

    Book  Google Scholar 

  • Wechsler, D. (1997). WAIS-III and working memoryS-III: Technical manual. San Antonio: Harcourt Brace & Company.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Anne Schüler.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Schüler, A., Scheiter, K. & van Genuchten, E. The Role of Working Memory in Multimedia Instruction: Is Working Memory Working During Learning from Text and Pictures?. Educ Psychol Rev 23, 389–411 (2011). https://doi.org/10.1007/s10648-011-9168-5

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10648-011-9168-5

Keywords

Navigation