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Horizons of Psychology :: Psihološka obzorja

Scientific and Professional Psychological Journal of the Slovenian Psychologists' Association

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Predictors of training efficacy during n-back training

Andrea Vranić, Marina Martinčević & Vedran Prpić

pdf Full text (pdf)  |  Views: 62  |  flagWritten in English.  |  Published: May 7, 2021

pdf https://doi.org/10.20419/2021.30.530  |  Cited By: CrossRef (0)

Abstract: Numerous studies have investigated the efficacy of various cognitive trainings, with working memory being the most often trained cognitive aspect. In this regard, executive aspects of working memory have received the most attention, with updating training being vastly explored. In this study, we aimed to examine the differential contribution of some individual characteristics to the efficacy of updating training using a well-established n-back training paradigm. More specifically, we examined the contribution of fluid reasoning (gf), and personality (neuroticism, conscientiousness) to training efficacy. Participants (N = 47) took part in a 15-session, dual n-back training, spread over 4 weeks. They were pretested for fluid reasoning (CFT-3), personality (IPIP-100), and performed the initial testing on the OSPAN task. OSPAN was measured in three additional measurement points (after 5th, 10th, 15th session). The data was analyzed within the multilevel modeling approach. Initial hypotheses were partly confirmed, in that: 1) training was efficient in terms of OSPAN score, which grew linearly over time and the trajectory was similar between participants, 2) although the growth was similar for all participants, differences were found in intercepts, and 3) these differences could be partly explained by differences in fluid reasoning, but not with personality traits of conscientiousness and neuroticism.

Keywords: working memory training, working memory capacity, dual n-back, conscientiousness, neuroticism


Cite:
Vranić, A., Martinčević, M., & Prpić, V. (2021). Predictors of training efficacy during n-back training. Psihološka obzorja, 30, 129–137. https://doi.org/10.20419/2021.30.530


Reference list


Allerhand, M. (2016). Longitudinal Data Analysis. Centre for Cognitive Ageing and Cognitive Epidemiology. http://www.ccace.ed.ac.uk/sites/default/files/longitudinal-2up_1.pdf

Altmann, E. M., & Gray, W. D. (2008). An integrated model of cognitive control in task switching. Psychological Review, 115, 602–639. CrossRef

Au, J., Sheehan, E., Tsai, N., Duncan, G. J., Buschkuehl, M., & Jaeggi, S. M. (2015). Improving fluid intelligence with training on working memory: A meta-analysis. Psychonomic Bulletin & Review, 22, 366–377. CrossRef

Backman, L., Hill R.D. & Forsell, Y. (1996). The influence of depressive symptomatology on episodic memory functioning among clinically nondepressed older adults. Journal of Abnormal Psychology, 105, 97–105. CrossRef

Barrouillet, P. (1996). Transitive inferences from set-inclusion relations and working memory. Journal of Experimental Psychology: Learning, Memory, and Cognition, 22, 1408–1422. CrossRef

Brickenkamp, R. (1999). Test opterećenja pažnje: Priručnik za test d2 [Test of attention: Manual]. Naklada Slap.

Buschkuehl, M., Jaeggi, S. M., & Jonides, J. (2012). Neuronal effects following working memory training. Developmental Cognitive Neuroscience, 2, S167–S179. CrossRef

Colquitt, J. A., LePine, J. A., & Noe, R. A. (2000). Toward an integrative theory of training motivation: A meta-analytic path analysis of 20 years of research. Journal of Applied Psychology, 85, 678–707. CrossRef

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. CrossRef

Daneman, M., & Carpenter, P. A. (1983). Individual differences in integrating information between and within sentences. Journal of Experimental Psychology: Learning, Memory, and Cognition, 9, 561–584. CrossRef

Diamond, A. (2013). Executive functions. Annual Review of Psychology, 64, 135–168. CrossRef

Ecker, U. K. H., Lewandowsky, S., Oberauer, K., & Chee, A. E. H. (2010). The components of working memory updating: An experimental decomposition and individual differences. Journal of Experimental Psychology: Learning, Memory, and Cognition, 36, 170–189. CrossRef

Eysenck, M. W., & Calvo, M. G. (1992). Anxiety and performance: The processing efficiency theory. Cognition and Emotion, 6, 409–434. CrossRef

Eysenck, M. W., Derakshan, N., Santos, R., & Calvo, M. G. (2007). Anxiety and cognitive performance: Attentional control theory. Emotion, 7, 336–353. CrossRef

Gajewski, P. D., Hanisch, E., Falkenstein, M., Thönes, S., & Wascher, E. (2018). What does the n-back task measure as we get older? Relations between working-memory measures and other cognitive functions across the lifespan. Frontiers in Psychology, 9, Article 2208. CrossRef

Goldberg, L. R. (1999). A broad-bandwidth, public domain, personality inventory measuring the lower-level facets of several five-factor models. In I. Mervielde, I. Deary, F. De Fruyt, & F. Ostendorf (Eds.), Personality Psychology in Europe (Vol. 7, pp. 7–28). Tilburg University Press.

Grimley, M., Dahraei, H., & Riding, R. J. (2008). The relationship between anxiety-stability, working memory and cognitive style. Educational studies, 34, 213–223. CrossRef

Hox, J. J. (2010). Quantitative methodology series: Multilevel analysis: Techniques and applications (2nd ed.) . Routledge/Taylor & Francis Group. CrossRef

Jaeggi, S. M., Buschkuehl, M., Jonides, J., & Shah, P. (2011). Short- and long-term benefits of cognitive training. PNAS Proceedings of the National Academy of Sciences of the United States of America, 108, 10081–10086. CrossRef

Jaeggi, S. M., Buschkuehl, M., Shah, P., & Jonides, J. (2014). The role of individual differences in cognitive training and transfer. Memory & Cognition, 42, 464–480. CrossRef

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. CrossRef

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. CrossRef

Karbach, J. & Spengler, M. (2012). Who benefits the most? Individual differences in the transfer of executive control training in younger and older adults. In A. Bröder et al. (Eds.), Abstracts of the 54th Meeting for Experimental Psychologists (TEAP) , S. 64. Pabst.

Kirchner, W. K. (1958). Age differences in short-term retention of rapidly changing information. Journal of Experimental Psychology, 55, 352–358. CrossRef

Komarraju, M., & Karau, S. J. (2005). The relationship between the big five personality traits and academic motivation. Personality and Individual Differences, 39, 557–567. CrossRef

Kwok, O. M., Underhill, A. T., Berry, J. W., Luo, W., Elliott, T. R., & Yoon, M. (2008). Analyzing longitudinal data with multilevel models: An example with individuals living with lower extremity intra-articular fractures. Rehabilitation Psychology, 53, 370–386. CrossRef

Kyllonen, P. C., & Christal, R. E. (1990). Reasoning ability is (little more than) working-memory capacity?! Intelligence, 14, 389–433. CrossRef

Kyllonen, P. C., & Stephens, D. L. (1990). Cognitive abilities as determinants of success in acquiring logic skill. Learning and Individual Differences, 2, 129–160. CrossRef

Lampit, A., Hallock, H., & Valenzuela, M. (2014). Computerized cognitive training in cognitively healthy older adults: A systematic review and meta-analysis of effect modifiers. PLoS Medicine, 11(11), e1001756. CrossRef

Logie, R. H. (2011). The functional organization and capacity limits of working memory. Current Directions in Psychological Science, 20, 240–245. CrossRef

Lövdén, M., Brehmer, Y., Li, S. C., & Lindenberger, U. (2012). Training-induced compensation versus magnification of individual differences in memory performance. Frontiers in Human Neuroscience, 6, Article 141. CrossRef

Martocchio, J. J., & Judge, T. A. (1997). Relationship between conscientiousness and learning in employee training: Mediating influences of self-deception and self-efficacy. Journal of Applied Psychology, 82, 764–773. CrossRef

Matysiak, O., Kroemeke, A., & Brzezicka, A. (2019). Working memory capacity as a predictor of cognitive training efficacy in the elderly population. Frontiers in Aging Neuroscience, 11, 126. CrossRef

Melby-Lervåg, M., & Hulme, C. (2013). Is working memory training effective? A meta-analytic review. Developmental Psychology, 49, 270–291. CrossRef

Miyake, A., Friedman, N. P., Emerson, M. J., Witzki, A. H., & Howerter, A. (2000). The unity and diversity of executive functions and their contributions to complex "frontal lobe" tasks: A latent variable analysis. Cognitive Psychology, 41, 49–100. CrossRef

Morris, N., & Jones, D. M. (1990). Memory updating in working memory: The role of the central executive. British Journal of Psychology, 81, 111–121. CrossRef

Naquin, S. S., & Holton, E. F. III. (2002). The effects of personality, affectivity, and work commitment on motivation to improve work through learning. Human Resource Development Quarterly, 13, 357–376. CrossRef

Pauwels, L., Chalavi, S., & Swinnen, S. P. (2018). Aging and brain plasticity. Aging, 10, 1789–1790. CrossRef

Penner, I-K, Vogt, A., Stöcklin, M, Gschwing, L, Opwis, K., & Calabrese, P. (2012). Computerised working memory training in healthy adults: A comparison of two different training schedules. Neuropsychological Rehabilitation, 22, 716–33. CrossRef

Redick, T. S., Shipstead, Z., Wiemers, E. A., Melby-Lervåg, M., & Hulme, C. (2015). What's working in working memory training? An educational perspective. Educational Psychology Review, 27, 617–633. CrossRef

Schmiedek, F., Lövdén, M., & Lindenberger, U. (2009). On the relation of mean reaction time and intraindividual reaction time variability. Psychology and Aging, 24, 841–857. CrossRef

Schmiedek, F., Lövdén, M., & Lindenberger, U. (2014). Younger adults show long-term effects of cognitive training on broad cognitive abilities over 2 years. Developmental Psychology, 50, 2304–2310. CrossRef

Schwaighofer, M., Fischer, F., & Bühner, M. (2015). Does working memory training transfer? A meta-analysis including training conditions as moderators. Educational Psychologist, 50, 138–166. CrossRef

Soveri, A., Antfolk, J., Karlsson, L., Salo, B., & Laine, M. (2017). Working memory training revisited: A multi-level meta-analysis of n-back training studies. Psychonomic Bulletin & Review, 24, 1077–1096. CrossRef

Studer-Luethi, B., Bauer, C. E., & Perrig, W. J. (2012a). Neuroticism affects working memory and training performance in regularly developed school children. International Journal for Cross-Disciplinary Subjects in Education, 3, 640–647. CrossRef

Studer-Luethi, B., Jaeggi, S. M., Buschkuehl, M., & Perrig, W. J. (2012b). Influence of neuroticism and conscientiousness on working memory training outcome. Personality and Individual Differences, 53, 44–49. CrossRef

Titz, C., & Karbach, J. (2014). Working memory and executive functions: Effects of training on academic achievement. Psychological Research, 78, 852–868. CrossRef

Tkalčević, B. (2013). Working memory training: Testing the effects of transfer and maintenance [Master's thesis]. Faculty of Humanities and Social Sciences.

Tkalčević, B., & Vranić, A. (2013). Working memory training: Transfer and maintenance effects. In G. Kuterovac Jagodić, I. Erceg Jugović, & A. Huić (Eds.), 21. days of Ramiro and Zoran Bujas: Book of abstracts (pp. 203–203). Faculty of Humanities and Social Sciences, University of Zagreb.

Tziner, A., Fisher, M., Senior, T., & Weisberg, J. (2007). Effects of trainee characteristics on training effectiveness. International Journal of Selection and Assessment, 15, 167–174. CrossRef

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. CrossRef

von Bastian, C. C., & Oberauer, K. (2014). Effects and mechanisms of working memory training: A review. Psychological Research, 78, 803–820. CrossRef

Vranić, A. (2011). Test prostornog slijeda. Centar za psihodijagnostičke instrumente.

Wiemers, E.A., Redick, T.S. & Morrison, A.B. (2019). The influence of individual differences in cognitive ability on working memory training gains. Journal of Cognitive Enhancement, 3, 174–185. CrossRef

Zatorre, R. J., Douglas Fields, R., & Johansen-Berg, H. (2012). Plasticity in gray and white: Neuroimaging changes in brain structure during learning. Nature Neuroscience, 15, 528–536. CrossRef


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