Complex span and n-back measures of working memory: A meta-analysis

Psychonomic Bulletin and Review

Volumn 20, Issue 6, 2013, Pages 1102-1113

  Redick, Thomas S ^a   Lindsey, Dakota R B ^b  

^a PURDUE UNIVERSITY   (United States)

^b GEORGIA INSTITUTE OF TECHNOLOGY   (United States)

Author keywords

Individual differences; Meta analysis; Working memory

Indexed keywords

ARTICLE; HUMAN; META ANALYSIS; NEUROPSYCHOLOGICAL TEST; PHYSIOLOGY; SHORT TERM MEMORY; STATISTICS;

HUMANS; MEMORY, SHORT-TERM; NEUROPSYCHOLOGICAL TESTS;

EID: 84889582158     PISSN: 10699384     EISSN: 15315320     Source Type: Journal    
DOI: 10.3758/s13423-013-0453-9     Document Type: Article

References (71)

1. *Anguera, J. A., Bernard, J. A., Jaeggi, S. M., Buschkuehl, M., Benson, B. L., Jennett, S. Seidler, R. D. (2012). The effects of working memory resource depletion and training on sensorimotor adaptation. Behavioural Brain Research, 228, 107-115.
2. 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 (Vol. 2, pp. 89-195). New York: Academic Press.
3. Baddeley, A. D., & Hitch, G. J. (1974). Working memory. In G. H. Bower (Ed.), The psychology of learning and motivation: Advances in research and theory (Vol. 8, pp. 47-89). New York: Academic Press.
4. Bailey, H., Dunlosky, J., & Kane, M. J. (2011). Contribution of strategy use to performance on complex and simple span tasks. Memory and Cognition, 39, 447-461. doi: 10. 3758/s13421-010-0034-3.
5. Barch, D. M. (2005). The cognitive neuroscience of schizophrenia. Annual Review of Clinical Psychology, 1, 321-353.
6. Barch, D. M., Berman, M. G., Engle, R. W., Jones, J. H., Jonides, J., MacDonald, A. W., Sponheim, S. R. (2009). CNTRICS final task selection: Working memory. Schizophrenia Bulletin, 35, 136-152.
7. Bopp, K. L., & Verhaeghen, P. (2005). Aging and verbal memory span: A meta-analysis. Journals of Gerontology, 60B, P223-P233.
8. Broadway, J. M., & Engle, R. W. (2010). Validating running memory span: Measurement of working memory capacity and links with fluid intelligence. Behavior Research Methods, 42, 563-570. doi: 10. 3758/BRM. 42. 2. 563.
9. *Burgess, G. C., Gray, J. R., Conway, A. R. A., & Braver, T. S. (2011). Neural mechanisms of interference control underlie the relationship between fluid intelligence and working memory span. Journal of Experimental Psychology: General, 140, 674-692.
10. Case, R., Kurland, D. M., & Goldberg, J. (1982). Operational efficiency and the growth of short-term memory span. Journal of Experimental Child Psychology, 33, 386-404.
11. Chein, J. M., Moore, A. B., & Conway, A. R. A. (2011). Domain-general mechanisms of complex working memory span. NeuroImage, 54, 550-559.
12. Chooi, W.-T., & Thompson, L. A. (2012). Working memory training does not improve intelligence in healthy young adults. Intelligence, 40, 531-542.
13. *Colom, R., Abad, F. J., Quiroga, M.Á., Shih, P. C., & Flores-Mendoza, C. (2008). Working memory and intelligence are highly related constructs, but why? Intelligence, 36, 584-606.
14. 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. doi: 10. 3758/BF03196772.
15. Cowan, N., Elliott, E. M., Saults, J. S., Morey, C. C., Mattox, S., Hismjatullina, A., et al. (2005). On the capacity of attention: Its estimation and its role in working memory and cognitive aptitudes. Cognitive Psychology, 51, 42-100. doi: 10. 1016/j. cogpsych. 2004. 12. 001.
16. Daneman, M., & Carpenter, P. A. (1980). Individual differences in working memory and reading. Journal of Verbal Learning and Verbal Behavior, 19, 450-466. doi: 10. 1016/S0022-5371(80)90312-6.
17. Daneman, M., & Merikle, P. M. (1996). Working memory and language comprehension: A meta-analysis. Psychonomic Bulletin & Review, 3, 422-433. doi: 10. 3758/BF03214546.
18. Faraco, C. C., Unsworth, N., Langley, J., Terry, J. D., Li, K., Zhang, D., et al. (2011). Complex span tasks and hippocampal recruitment during working memory. NeuroImage, 55, 773-787.
19. Friedman, N. P., & Miyake, A. (2004). The reading span test and its predictive power for reading comprehension ability. Journal of Memory and Language, 51, 136-158.
20. *Gevins, A., & Smith, M. E. (2000). Neurophysiological measures of working memory and individual differences in cognitive ability and cognitive style. Cerebral Cortex, 10, 829-839.
21. *Greenstein, J. E., & Kassel, J. D. (2009). The effects of smoking and smoking abstinence on verbal and visuospatial working memory capacity. Experimental and Clinical Psychopharmacology, 17, 78-90.
22. *Haatveit, B. C., Sundet, K., Hugdahl, K., Ueland, T., Melle, I., & Andreassen, O. A. (2010). The validity of d prime as a working memory index: Results from the "Bergen n-back task." Journal of Clinical and Experimental Neuropsychology, 32, 871-880.
23. Hedges, L. V., & Olkin, I. (1985). Statistical methods for meta-analysis. Orlando: Academic Press.
24. Jaeggi, S. M., Buschkuehl, M., Jonides, J., & Perrig, W. J. (2008). Improving fluid intelligence with training on working memory. Proceedings of the National Academy of Sciences, 105, 6829-6833. doi: 10. 1073/pnas. 0801268105.
25. *Jaeggi, S. M., Buschkuehl, M., Perrig, W. J., & Meier, B. (2010). The concurrent validity of the n-back task as a working memory measure. Memory, 18, 394-412.
26. *Jaeggi, S. M., Studer-Luethi, B., Buschkuehl, M., Su, Y.-F., Jonides, J., & Perrig, W. J. (2010). The relationship between n-back performance and matrix reasoning-Implications for training and transfer. Intelligence, 38, 625-635.
27. *Kane, M. J., Conway, A. R. A., Miura, T. K., & Colflesh, G. J. H. (2007). Working memory, attention control, and the n-back task: A question of construct validity. Journal of Experimental Psychology: Learning, Memory, and Cognition, 33, 615-622. doi: 10. 1037/0278-7393. 33. 3. 615.
28. 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 visuo-spatial memory span and reasoning. Journal of Experimental Psychology. General, 133, 189-217. doi: 10. 1037/0096-3445. 133. 2. 189.
29. Kirchner, W. K. (1958). Age differences in short-term retention of rapidly changing information. Journal of Experimental Psychology, 55, 352-358.
30. *Klatzky, R. L., Giudice, N. A., Marston, J. R., Tietz, J., Golledge, R. G., & Loomis, J. M. (2008). An n-back task using vibrotactile stimulation with comparison to an auditory analogue. Behavior Research Methods, 40, 367-372. doi: 10. 3758/BRM. 40. 1. 367.
31. *Krumm, S., Schmidt-Atzert, L., Buehner, M., Ziegler, M., Michalczyk, K., & Arrow, K. (2009). Storage and non-storage components of working memory predicting reasoning: A simultaneous examination of a wide range of ability factors. Intelligence, 37, 347-364.
32. Kundu, B., Sutterer, D. W., Emrich, S. M., & Postle, B. R. (in press). Strengthened effective connectivity underlies transfer of working memory training to tests of short-term memory and attention. The Journal of Neuroscience.
33. *Li, S.-C., Schmiedek, F., Huxhold, O., Röcke, C., Smith, J., & Lindenberger, U. (2008). Working memory plasticity in old age: Practice gain, transfer, and maintenance. Psychology and Aging, 23, 731-742.
34. Lilienthal, L., Tamez, E., Shelton, J. T., Myerson, J., & Hale, S. (2013). Dual n-back training increases the capacity of the focus of attention. Psychonomic Bulletin & Review, 20, 135-141. doi: 10. 3758/s13423-012-0335-6.
35. *McAuley, T., & White, D. A. (2011). A latent variables explanation of processing speed, response inhibition, and working memory typical development. Journal of Experimental Child Psychology, 108, 453-468.
36. Miller, G. A., Galanter, E., & Pribram, K. H. (1960). Plans and the structure of behavior. New York: Holt.
37. Nystrom, L. E., Braver, T. S., Sabb, F. W., Delgado, F. R., Noll, D. C., & Cohen, J. D. (2000). Working memory for letters, shapes, and locations: fMRI evidence against stimulus-based regional organization in human prefrontal cortex. NeuroImage, 11, 424-446.
38. *Oberauer, K. (2005). Binding and inhibition in working memory: Individual and age differences in short-term recognition. Journal of Experimental Psychology: General, 134, 368-387. doi: 10. 1037/0096-3445. 134. 3. 368.
39. Oberauer, K., Süß, H.-M., Wilhelm, O., & Sander, N. (2007). Individual differences in working memory capacity and reasoning ability. In A. R. A. Conway, C. Jarrold, M. J. Kane, A. Miyake, & J. N. Towse (Eds.), Variation in working memory (pp. 49-75). New York: Oxford University Press.
40. Owen, A. M., McMillan, K. M., Laird, A. R., & Bullmore, E. (2005). N-back working memory paradigm: A meta-analysis of normative functional neuroimaging studies. Human Brain Mapping, 25, 46-59. doi: 10. 1002/hbm. 20131.
41. Redick, T. S., Broadway, J. M., Meier, M. E., Kuriakose, P. S., Unsworth, N., Kane, M. J., et al. (2012). Measuring working memory capacity with automated complex span tasks. European Journal of Psychological Assessment, 28, 164-171.
42. Redick, T. S., Calvo, A., Gay, C. E., & Engle, R. W. (2011). Working memory capacity and go/no-go task performance: Selective effects of updating, maintenance, and inhibition. Journal of Experimental Psychology: Learning, Memory, and Cognition, 37, 308-324.
43. Redick, T. S., Shipstead, Z., Harrison, T. L., Hicks, K. L., Fried, D. E., Hambrick, D. Z., et al. (2013). No evidence of intelligence improvement after working memory training: A randomized, placebo-controlled study. Journal of Experimental Psychology. General, 142, 359-379. doi: 10. 1037/a0029082.
44. Richmond, L. L., Morrison, A. B., Chein, J. M., & Olson, I. R. (2011). Working memory training and transfer in older adults. Psychology and Aging, 26, 813-822. doi: 10. 1037/a0023631.
45. Roberts, R. M. (1998). Pruning the right branch: Memory and understanding sentences. Unpublished doctoral dissertation, California State University, Los Angeles.
46. *Roberts, R., & Gibson, E. (2002). Individual differences in sentence memory. Journal of Psycholinguistic Research, 31, 573-98.
47. Rosen, V. M., & Engle, R. W. (1997). Forward and backward serial recall. Intelligence, 25, 37-47.
48. *Samuels, M. H., Schuff, K. G., Carlson, N. E., Carello, P., & Janowsky, J. S. (2007). Health status, psychological symptoms, mood, and cognition in l-thyroxine-treated subjects. Thyroid, 17, 249-259.
49. Scheibe, S., & Blanchard-Fields, F. (2009). Effects of regulating emotions on cognitive performance: What is costly for young adults is not so costly for older adults. Psychology and Aging, 24, 217-223.
50. Schmeichel, B. J. (2007). Attention control, memory updating, and emotion regulation temporarily reduce the capacity for executive control. Journal of Experimental Psychology. General, 136, 241-255. doi: 10. 1037/0096-3445. 136. 2. 241.
51. *Schmiedek, F., Hildebrandt, A., Lövdén, M., Wilhelm, O., & Lindenberger, U. (2009). Complex span versus updating tasks of working memory: The gap is not that deep. Journal of Experimental Psychology: Learning, Memory, and Cognition, 35, 1089-1096. doi: 10. 1037/a0015730.
52. *Schmiedek, F., Lövdén, M., & Lindenberger, U. (2010). Hundred days of cognitive training enhance broad abilities in adulthood: Findings from the COGITO study. Frontiers in Aging Neuroscience, 2: 27, 1-10. doi: 10. 3389/fnagi. 2010. 00027.
53. 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.
54. Shelton, J. T., Elliot, E. M., Hill, B. D., Calamia, M. R., & Gouvier, W. D. (2009). A comparison of laboratory and clinical memory tests and their prediction of fluid intelligence. Intelligence, 37, 283-293.
55. Shelton, J. T., Metzger, R. L., & Elliot, E. M. (2007). A group-administered lag task as a measure of working memory. Behavioral Research Methods, 39, 482-493.
56. Shipstead, Z., Redick, T. S., Hicks, K. L., & Engle, R. W. (2012). The scope and control of attention as separate aspects of working memory. Memory, 20, 608-628.
57. Spearman, C. C. (1927). The abilities of man. London: Macmillan.
58. Spencer, W. D., & Raz, N. (1995). Differential age effects on memory for content and context: A meta-analysis. Psychology and Aging, 10, 527-539.
59. St. Clair-Thompson, H. L. (2010). Backwards digit recall: A measure of short-term memory or working memory? European Journal of Cognitive Psychology, 22, 286-296.
60. St. Clair-Thompson, H. L. (2012). Ascending versus randomised list lengths in working memory span tasks. Journal of Cognitive Psychology, 24, 335-341.
61. Szmalec, A., Verbruggen, F., Vandierendonck, A., & Kemps, E. (2011). Control of interference during working memory updating. Journal of Experimental Psychology. Human Perception and Performance, 37, 137-151.
62. Thompson, T. W., Waskom, M. L., Garel, K. A., Cardenas-Iniguez, C., Reynolds, G. O., Winter, R., Gabrieli, J. D. E. (2013). Failure of working memory training to enhance cognition or intelligence. PLOS One, 8, 1-15.
63. Turley-Ames, K. J., & Whitfield, M. M. (2003). Strategy training and working memory task performance. Journal of Memory and Language, 49, 446-468. doi: 10. 1016/S0749-596X(03)00095-0.
64. Turner, M. L., & Engle, R. W. (1989). Is working memory capacity task dependent? Journal of Memory and Language, 28, 127-154.
65. Unsworth, N. (2010). On the division of working memory and long-term memory and their relation to intelligence: A latent variable approach. Acta Psychologica, 134, 16-28. doi: 10. 1016/j. actpsy. 2009. 11. 010.
66. Unsworth, N., & Engle, R. W. (2007). On the division of short-term and working memory: An examination of simple and complex span and their relation to higher order abilities. Psychological Bulletin, 133, 1038-1066. doi: 10. 1037/0033-2909. 133. 6. 1038.
67. Unsworth, N., Heitz, R. P., Schrock, J. C., & Engle, R. W. (2005). An automated version of the operation span task. Behavior Research Methods, 37, 498-505. doi: 10. 3758/BF03192720.
68. *Unsworth, N., Miller, J. D., Lakey, C. E., Young, D. L., Meeks, J. T., Campbell, W. K., & Goodie, A. S. (2009). Exploring the relations among executive functions, fluid intelligence, and personality. Journal of Individual Differences, 30, 194-200.
69. Unsworth, N., & Spillers, G. J. (2010a). Variation in working memory capacity and episodic recall: The contributions of strategic encoding and contextual-retrieval. Psychonomic Bulletin & Review, 17, 200-205. doi: 10. 3758/PBR. 17. 2. 200.
70. Unsworth, N., & Spillers, G. J. (2010b). Working memory capacity: Attention, memory, or both? A direct test of the dual-component model. Journal of Memory and Language, 62, 392-406.
71. *Walkenhorst, E., & Crowe, S. F. (2009). The effect of state worry and trait anxiety on working memory processes in a normal sample. Anxiety, Stress, and Coping, 22, 167-187.