全部版块 我的主页
论坛 计量经济学与统计论坛 五区 计量经济学与统计软件 HLM专版
1840 1
2014-01-08

Marina Milyavskaya Wrote:


I am unsure how to best represent the following nesting structure: Participants completed measures about 4 goals they were planning to pursue throughout the semester (goals nested within individuals). Participants then completed daily diaries for 2 weeks (days nested within individuals). In those repeated questionnaires, some were about each of the goals (how hard they tried on each of their goals, each day), and other about the day in general (e.g. daily mood). Since both goals and days are nested within individuals, but not really within each other, what would be the best way to analyse the data?

I would like to run a model where goal motivation predicts daily goal-specific effort, which in turn predicts daily mood. I also collected data on goal progress a few months later, and would like to expand the model into a mediation model where the relationship between goal motivation and goal progress is mediated by daily effort and daily mood.

Thank you in advance.

二维码

扫码加我 拉你入群

请注明:姓名-公司-职位

以便审核进群资格,未注明则拒绝

全部回复
2014-1-8 11:49:08

A General Multilevel SEM Framework for Assessing Multilevel Mediation


Kristopher J. Preacher: University of Kansa


Michael J. Zyphur: University of Melbourne
Zhen Zhang: Arizona State Universit

Several methods for testing mediation hypotheses with 2-level nested data have been proposed by researchers using a multilevel modeling (MLM) paradigm. However, these MLM approaches do not accommodate mediation pathways with Level-2 outcomes and may produce conflated estimates of between- and within-level components of indirect effects. Moreover, these methods have each appeared in isolation, so a unified framework that integrates the existing methods, as well as new multilevelmediation models, is lacking. Here we show that a multilevel structural equation modeling (MSEM) paradigm can overcome these 2 limitations of mediation analysis with MLM. We present an integrative 2-level MSEM mathematical framework that subsumes new and existing multilevel mediation approaches as special cases. We use several applied examples and accompanying software code to illustrate the flexibility of this framework and to show that different substantive conclusions can be drawn using MSEM versus MLM.









附件列表

A General Multilevel SEM Framework for Assessing Multilevel Mediation.pdf

大小:593.59 KB

只需: 1 个论坛币  马上下载

proaches as special cases. We use several applied examples and accompanying software code to illustr ...

二维码

扫码加我 拉你入群

请注明:姓名-公司-职位

以便审核进群资格,未注明则拒绝

相关推荐
栏目导航
热门文章
推荐文章

说点什么

分享

扫码加好友,拉您进群
各岗位、行业、专业交流群