This includes course resources from 2017, when the lead instructor (Dr. Harwell) was on sabbatical.
HLM Student Version Download
Center for Multilevel Modeling
Latent Growth & Multilevel Modeling Examples
CMM Web Resources
CRAN page on PsychMeta R package for Meta-Analysis also via GitHub
Standards for Reporting on Empirical Social Science Research in AERA Publications
APA Style for Statistical Notation
HLM Analysis Project
Student-Data / Student-Variables
Teacher-Data / Teacher-Variables
Student-Excel / Teacher-Excel
Combined-Data / Combined-Excel
Examples from 10-3:
Conditional1 (randomly varying covariate)
Conditional2 (means as outcomes)
Conditional3 (means & slopes as outcomes)
1-Intro and review
2-Two level models
3-Estimation and hypothesis testing
4-Conducting HLM Analyses
Statement on p-values
Centering guidance (draft)
Computing Effect Sizes
8-Three & Four-Level Models
Residual files (this is for later - checking assumptions)
Checking Assumptions Examples
Intro to Meta-Analysis
11-Latent Variable Models
Item Response Models
Albano & Rodriguez 2013. Math OTL and differential item functioning.
Braun et al. 2006. Charter schools.
Enders & Tofighi. 2007. Centering predictors.
Garner & Raudenbush. 1991. Neighborhood effects on educational attainment.
Hahs-Vaughn. 2005. Using weights.
Harwell et al. 2013. High school math and college achievement.
Hoffman & Rovine. 2007. Multilevel models for the experimental psychologist.
Jameel. n.d. How to do Power Calculations in Optimal Design Software.
Lee & Bryk. 1989. Social distribution of achievement.
Meink & Rodriguez. 2013. Cluster correlations.
Osborne. 2000. Advantanges of HLM.
Myung. 2003. A tutorial on maximum likelihood estimation.
Rodriguez. 2004. TIMSS classroom assessment.
Rodriguez. 2005. Random effects meta-analysis of correlations.
Sampson, Raudenbush, & Earls. 1997. Neighborhoods and violent crime.
Smolik. 2010. Using multilevel modeling in the analysis of experimental data.
Spybrook. 2011. Optimal Design Plus Empirical Evidence.
Tate & Pituch. 2007. Multivariate HLM in randomized field experiments.
Taylor et al. 2003. Reading growth in high poverty classrooms.
Woltman. 2012. Tutorial intro to HLM.
Albright & Marinova. 2010. Multilevel models using SPSS, Stata, SAS, and R.
Atkins. 2005. Couple/family treatment data.
Goldstein, Browne, & Rashash. 2002. Multilevel modeling medical data.
Hobson, Roy, & Coryn. 2013. HLM in evaluation.
McNeish & Stapleton. 2016. Modeling with very few clusters.
Ravand. 2015. Item response theory using HGLM.
Templin. 2008. Framing IRT as HLM.
Wech & Heck. 2004. HLM for marketing research.