PowerLAPIM: An application to conduct power analysis for linear and quadratic longitudinal actor-partner interdependence models in intensive longitudinal dyadic designs
Longitudinal actor-partner interdependence model;
longitudinal dyadic data;
power analysis;
Monte Carlo simulation;
linear mixed-effects model;
RELATIONSHIP SATISFACTION;
SIMILARITY;
PERSONALITY;
TRAITS;
SIZE;
D O I:
10.1177/02654075221080128
中图分类号:
G2 [信息与知识传播];
学科分类号:
05 ;
0503 ;
摘要:
The longitudinal actor-partner interdependence model (L-APIM) is used to study actor and partner effects, both linear and curvilinear, in dyadic intensive longitudinal data. A burning question is how to conduct power analyses for different L-APIM variants. In this paper, we introduce an accessible power analysis application, called PowerLAPIM, and provide a hands-on tutorial for conducting simulation-based power analyses for 32 L-APIM variants. With PowerLAPIM, we target the number of dyads needed, but not the number of repeated measurements for both partners (which is often fixed in longitudinal studies). PowerLAPIM allows to study moderation of linear and quadratic actor and partner effects by incorporating time-varying covariates or a categorical dyad-level predictor to test group differences. We also provide the functionality to account for serial dependency in the outcome variable by including autoregressive effects. Building on existing study that can yield estimates and thus plausible values of relevant model parameters, we illustrate how to perform a power analysis for a future study. In this illustration, we also demonstrate how to run a sensitivity analysis, to assess the impact of uncertainty about the model parameters, and of changes in the number of repeated measurements.
机构:
Univ Utah, Dept Psychol, Room 502,380 South 1530 East, Salt Lake City, UT 84112 USAUniv Utah, Dept Psychol, Room 502,380 South 1530 East, Salt Lake City, UT 84112 USA
Perry, Nicholas S.
Baucom, Katherine J. W.
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Univ Utah, Dept Psychol, Room 502,380 South 1530 East, Salt Lake City, UT 84112 USAUniv Utah, Dept Psychol, Room 502,380 South 1530 East, Salt Lake City, UT 84112 USA
Baucom, Katherine J. W.
Bourne, Stacia
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Univ Utah, Dept Psychol, Room 502,380 South 1530 East, Salt Lake City, UT 84112 USAUniv Utah, Dept Psychol, Room 502,380 South 1530 East, Salt Lake City, UT 84112 USA
Bourne, Stacia
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Butner, Jonathan
Crenshaw, Alexander O.
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机构:
Univ Utah, Dept Psychol, Room 502,380 South 1530 East, Salt Lake City, UT 84112 USAUniv Utah, Dept Psychol, Room 502,380 South 1530 East, Salt Lake City, UT 84112 USA
Crenshaw, Alexander O.
Hogan, Jasara N.
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Univ Utah, Dept Psychol, Room 502,380 South 1530 East, Salt Lake City, UT 84112 USAUniv Utah, Dept Psychol, Room 502,380 South 1530 East, Salt Lake City, UT 84112 USA
Hogan, Jasara N.
Imel, Zac E.
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Univ Utah, Dept Educ Psychol, Salt Lake City, UT 84112 USA
Univ Utah, Dept Psychiat, Salt Lake City, UT 84112 USAUniv Utah, Dept Psychol, Room 502,380 South 1530 East, Salt Lake City, UT 84112 USA
Imel, Zac E.
Wiltshire, Travis J.
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Univ Utah, Dept Psychol, Room 502,380 South 1530 East, Salt Lake City, UT 84112 USAUniv Utah, Dept Psychol, Room 502,380 South 1530 East, Salt Lake City, UT 84112 USA
Wiltshire, Travis J.
Baucom, Brian R. W.
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Univ Utah, Dept Psychol, Room 502,380 South 1530 East, Salt Lake City, UT 84112 USAUniv Utah, Dept Psychol, Room 502,380 South 1530 East, Salt Lake City, UT 84112 USA
机构:
Shandong Normal Univ, Dept Psychol, Jinan, Peoples R China
Shandong Normal Univ, Dept Psychol, 1 Daxue Rd, Jinan 250358, Peoples R ChinaShandong Normal Univ, Dept Psychol, Jinan, Peoples R China
Liu, Li
Huang, Pengyun
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Shandong Normal Univ, Dept Psychol, Jinan, Peoples R ChinaShandong Normal Univ, Dept Psychol, Jinan, Peoples R China
Huang, Pengyun
Ren, Shuchang
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Shandong Normal Univ, Dept Psychol, Jinan, Peoples R ChinaShandong Normal Univ, Dept Psychol, Jinan, Peoples R China