TY - JOUR
T1 - Mechanisms of working memory training
T2 - Insights from individual differences
AU - Meiran, Nachshon
AU - Dreisbach, Gesine
AU - von Bastian, Claudia C.
N1 - Funding Information:
This research was supported by DFG Grant DR 392/9-1 to GD and NM.
Funding Information:
This research was supported by DFG Grant DR 392/9-1 to GD and NM.
Publisher Copyright:
© 2019
PY - 2019/3/1
Y1 - 2019/3/1
N2 - Computerized working-memory training (WM), despite typically yielding large practice effects in the training task, transfers reliably almost only to similar tasks and barely transfers to Fluid Intelligence (Gf). We hypothesized that WM training tasks gradually become less related to Gf due to the development of task-specific skills that reduce reliance on WM. As a result, what is being trained in the advanced stages of training is weakly related to WM and Gf. This hypothesis leads to predicting that with training progression, there would be a gradual change in the rank-ordering of individuals (quasi-simplex) in the per-session scores of the training task coupled with a trend in reduction in Gf loadings of these scores. We reanalyzed individual differences in per-session scores in the training task from two moderately large-scale published studies. Results show that, as predicted, the correlations between per-session scores decreased with increasing temporal distance between sessions, suggesting a quasi-simplex pattern indicative of a gradual change in the rank-ordering of individuals. However, contrary to the prediction, the training tasks maintained or even tended to increase their Gf loading with training progression. We provide post-hoc accounts for these results, some which challenge prevalent assumptions beyond the attempt to improve Gf through improving WM.
AB - Computerized working-memory training (WM), despite typically yielding large practice effects in the training task, transfers reliably almost only to similar tasks and barely transfers to Fluid Intelligence (Gf). We hypothesized that WM training tasks gradually become less related to Gf due to the development of task-specific skills that reduce reliance on WM. As a result, what is being trained in the advanced stages of training is weakly related to WM and Gf. This hypothesis leads to predicting that with training progression, there would be a gradual change in the rank-ordering of individuals (quasi-simplex) in the per-session scores of the training task coupled with a trend in reduction in Gf loadings of these scores. We reanalyzed individual differences in per-session scores in the training task from two moderately large-scale published studies. Results show that, as predicted, the correlations between per-session scores decreased with increasing temporal distance between sessions, suggesting a quasi-simplex pattern indicative of a gradual change in the rank-ordering of individuals. However, contrary to the prediction, the training tasks maintained or even tended to increase their Gf loading with training progression. We provide post-hoc accounts for these results, some which challenge prevalent assumptions beyond the attempt to improve Gf through improving WM.
KW - Cognitive-enhancement
KW - Individual differences during training
KW - Working-memory
UR - http://www.scopus.com/inward/record.url?scp=85065559992&partnerID=8YFLogxK
U2 - 10.1016/j.intell.2019.01.010
DO - 10.1016/j.intell.2019.01.010
M3 - Article
AN - SCOPUS:85065559992
SN - 0160-2896
VL - 73
SP - 78
EP - 87
JO - Intelligence
JF - Intelligence
ER -