Using Instrumental Variables to Measure Causation over Time in Cross-Lagged Panel Models
Cross-lagged panel models (CLPMs) are commonly used to estimate causal influences between two variables with repeated assessments. The lagged effects in a CLPM depend on the time interval between assessments, eventually becoming undetectable at longer intervals. To address this limitation, we incorporate instrumental variables (IVs) into the CLPM with two study waves and two variables. Doing so enables estimation of both the lagged (i.e., “distal”) effects and the bidirectional cross-sectional (i.e., “proximal”) effects at each wave. The distal effects reflect Granger-causal influences across... Mehr ...
Verfasser: |
Singh, Madhurbain
Verhulst, Brad
Vinh, Philip
Zhou, Yi
Castro-de-Araujo, Luis F.S.
Hottenga, Jouke Jan
Pool, René
de Geus, Eco J.C.
Vink, Jacqueline M.
Boomsma, Dorret I.
Maes, Hermine H.M.
Dolan, Conor V.
Neale, Michael C. |
Dokumenttyp: |
Artikel |
Erscheinungsdatum: |
2024 |
Reihe/Periodikum: |
Singh , M , Verhulst , B , Vinh , P , Zhou , Y , Castro-de-Araujo , L F S , Hottenga , J J , Pool , R , de Geus , E J C , Vink , J M , Boomsma , D I , Maes , H H M , Dolan , C V & Neale , M C 2024 , ' Using Instrumental Variables to Measure Causation over Time in Cross-Lagged Panel Models ' , Multivariate Behavioral Research , vol. 59 , no. 2 , pp. 342-370 . https://doi.org/10.1080/00273171.2023.2283634 |
Schlagwörter: |
Causal inference
/ CLPM
/ instrumental variables
/ lagged effects
/ /dk/atira/pure/keywords/cohort_studies/netherlands_twin_register_ntr_
/ name=Netherlands Twin Register (NTR) |
Sprache: |
Englisch |
Permalink: |
https://search.fid-benelux.de/Record/base-27231421 |
Datenquelle: |
BASE;
Originalkatalog |
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Link(s) :
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https://research.vu.nl/en/publications/94aa1819-aa5e-42c7-8054-6024f7ec7d7f |