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Three Level Multilevel Analysis [推广有奖]

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I perform a research regarding learning in organizations.  In order to identify the relationships between the variables on individual, team and organizational level I will apply three-level modelling. However I have problems identifying other research work where three level models were developed (individuals nested within contexts, which are further nested within contexts). I would like to ask your help for this.

-Can somebody point me to papers where three level models have been developed and tested?

I have searched through scholar.google.com and other databases and I get a lot of hits. However large majority of them is given because they mention multilevel modelling characteristics (2-level and 3-level) and then they perform 2-level modelling.
I will appreciate if somebody can point me to papers that have three level modeling, if the papers have the same levels individuals, teams, organization, even better.

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关键词:Multilevel Analysis Analysi alysis Analys individual developed regarding somebody learning

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Lisrelchen 发表于 2014-3-28 10:51:06 |只看作者 |坛友微信交流群
I have a reference in which the authors have applied a three-level multilevel model for binary response:

  • Pituch, K.A., Murphy, D.L., & Tate, R.L. (2010). Three-Level Models for Indirect Effects in School- and Class-Randomized Experiments in Education. The Journal of Experimental Education, 78(1), 60-95.
  • Lutz, W., Leon, S.C., Martinovich, Z., Lyons, J.S., & Stiles, W.B. (2007). Therapist effects in outpatient psychotherapy: A three-level growth curve approach. Journal of Counseling Psychology, 54(1), 32-39.
  • Tasca, G.A., Illing, V., Joyce, A.S., & Ogrodniczuk, J.S. (2009). Three-level multilevel growth models for nested change data: a guide for group treatment researchers. Psychotherapy Research, 19(4-5), 453-461.
  • Ai, X. (2002). Gender differences in growth in mathematics achievement: three-Level longitudinal and multilevel analyses of individual, home, and school influences. Mathematical Thinking and Learning, 4(1), 1–22.
  • Segawa, E. (2005). A Growth Model for Multilevel Ordinal Data. Journal of Educational and Behavioral Statistics, 30(4), 369-396.
  • Raman, R., & Hedeker, D. (2005). A mixed-effects regression model for three-level ordinal response data. Statistics in Medicine, 24, 3331–3345.http://www.uic.edu/classes/bstt/bstt513/RamanStatMed.pdf
  • de Jong, K., Moerbeek, M., & Van der Leeden, R. (2009). A priori power analysis in longitudinal three-level multilevel models: An example with therapist effects. Psychotherapy Research. http://www.informaworld.com/smpp/115353608-31391521/content~db=all~content=a917167003
  • Preacher, K. J. (2011). Multilevel SEM strategies for evaluating mediation in three-level data. Multivariate Behavioral Research, 46, 691–731. http://quantpsy.org/pubs/preacher_2011.pdf
  • http://quantpsy.org/pubs/preacher.2011.online.appendix.051211.pdf

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Lisrelchen 发表于 2014-3-28 10:59:47 |只看作者 |坛友微信交流群
We had a paper several years ago that involved patients nested within surgeons nested in hospitals that presented both hierarchical logistic and linear regression models:

Factors Associated with Pattern of Care before Surgery for Breast Cancer in Quebec between 1992 and 1997
Author(s): Ningyan Shen, Nancy E. Mayo, Susan C. Scott, James A. Hanley, Mark S. Goldberg, Michal Abrahamowicz and Robyn Tamblyn
Reviewed work(s):Source: Medical Care, Vol. 41, No. 12 (Dec., 2003), pp. 1353-1366

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板凳
Lisrelchen 发表于 2014-3-28 11:00:58 |只看作者 |坛友微信交流群
You might like to take a look at the Centre for Multilevel Modelling's free online multilevel modelling course

    http://www.bristol.ac.uk/cmm/learning/course.html

where we have recently added a 50 page 'concepts' report on multilevel modelling of continuous response three-level data. The illustrative application is a three-level students within school-cohorts within schools analyses.

You will also find there an additional 50 page 'practical' on how to conduct three-level analyses in MLwiN and Stata with other packages to follow. This practical replicates the analyses by Hedeker (1994) who fits a three-level students-within-classes-within-schools model. Data sets and syntax files are provided so that you can replicate all analyses.

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xiexie1111 发表于 2014-4-6 02:23:51 |只看作者 |坛友微信交流群
thanks for your sharing, xie xie
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lahraf 发表于 2014-4-14 19:31:19 |只看作者 |坛友微信交流群
Dear lisrelchen,
The multilevel structure of the data is not common and there is not a unique methode to nested structure. It depends on the specific question of your research and you cannot adopt a nested order (level 1 units in level two units in level three units) simply from other works. There are many references for your work and i can send you a chapter from an important book which treat this task. If you prefer to discuss of your idea in a private manner you can post your email and i can help you to structure your data.
Hope that helps.

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