*This includes course resources from 2017, when the lead instructor (Dr. Harwell) was on sabbatical.*

Center for Multilevel Modeling

Latent Growth & Multilevel Modeling Examples

Center for Multilevel Modeling

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

Assignment 1

Assignment 2

Assignment 3

Assignment 4

Assignment 5

Assignment 6

Assignment 7

Student-Data / Student-Variables

Teacher-Data / Teacher-Variables

Student-Excel / Teacher-Excel

Combined-Data / Combined-Excel

Examples from 10-3:
Unconditional Model

Conditional1 (randomly varying covariate)

Conditional2 (means as outcomes)

Conditional3 (means & slopes as outcomes)

Combined Excel Data EG1sHMLM.sav

3-Estimation and hypothesis testing

Centering guidance (draft)

Residual files (this is for later - checking assumptions)

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.