TY - JOUR
T1 - The associations between music training, musical working memory, and visuospatial working memory
T2 - an opportunity for causal modeling
AU - Silas, Sebastian
AU - Müllensiefen, Daniel
AU - Gelding, Rebecca
AU - Frieler, Klaus
AU - Harrison, Peter M.C.
PY - 2022/4
Y1 - 2022/4
N2 - PRIOR RESEARCH STUDYING THE RELATIONSHIP between music training (MT) and more general cognitive faculties, such as visuospatial working memory (VSWM), often fails to include tests of musical memory. This may result in causal pathways between MT and other such variables being misrepresented, potentially explaining certain ambiguous findings in the literature concerning the relationship between MT and executive functions. Here we address this problem using latent variable modeling and causal modeling to study a triplet of variables related to working memory: MT, musical working memory (MWM), and VSWM. The triplet framing allows for the potential application of d-separation (similar to mediation analysis) and V-structure search, which is particularly useful since, in the absence of expensive randomized control trials, it can test causal hypotheses using cross-sectional data. We collected data from 148 participants using a battery of MWM and VSWM tasks as well as a MT questionnaire. Our results suggest: 1) VSWM and MT are unrelated, conditional on MWM; and 2) by implication, there is no far transfer between MTand VSWM without near transfer. However, the data are unable to distinguish an unambiguous causal structure. We conclude by discussing the possibility of extending these models to incorporate more complex or cyclic effects.
AB - PRIOR RESEARCH STUDYING THE RELATIONSHIP between music training (MT) and more general cognitive faculties, such as visuospatial working memory (VSWM), often fails to include tests of musical memory. This may result in causal pathways between MT and other such variables being misrepresented, potentially explaining certain ambiguous findings in the literature concerning the relationship between MT and executive functions. Here we address this problem using latent variable modeling and causal modeling to study a triplet of variables related to working memory: MT, musical working memory (MWM), and VSWM. The triplet framing allows for the potential application of d-separation (similar to mediation analysis) and V-structure search, which is particularly useful since, in the absence of expensive randomized control trials, it can test causal hypotheses using cross-sectional data. We collected data from 148 participants using a battery of MWM and VSWM tasks as well as a MT questionnaire. Our results suggest: 1) VSWM and MT are unrelated, conditional on MWM; and 2) by implication, there is no far transfer between MTand VSWM without near transfer. However, the data are unable to distinguish an unambiguous causal structure. We conclude by discussing the possibility of extending these models to incorporate more complex or cyclic effects.
KW - causal modeling
KW - music training
KW - musical working memory
KW - visuospatial working memory
KW - working memory
UR - http://www.scopus.com/inward/record.url?scp=85129172791&partnerID=8YFLogxK
U2 - 10.1525/MP.2022.39.4.401
DO - 10.1525/MP.2022.39.4.401
M3 - Article
AN - SCOPUS:85129172791
SN - 0730-7829
VL - 39
SP - 401
EP - 420
JO - Music Perception
JF - Music Perception
IS - 4
ER -