Multilevel modeling & Panel regression
'lme4' package/R program
Example of two-level multilevel modeling using 'lme4' package (May, 2019): video, text file (referenced in video)
Multilevel modeling in R using lme4 package (Feb 2020): Demo of Hox 2010 Chapter 2 extended example: video, .RData file, text file, supplemental file
Multilevel modeling using 'lavaan' (R program)
Latent growth curve modeling using 'lavaan' (January, 2020): video, text file (containing commands), Powerpoint, .RData file
Multilevel mediation (January, 2020): video, .RData, Powerpoint, text file (containing commands), PLOS ONE article link
jamovi
Learning two-level multilevel regression: A jamovi-based approach (Part 1, Dec, 2019): video, Powerpoint, dataset (SPSS format)
Learning two-level multilevel regression: A jamovi-based approach (Part 2, Dec, 2019): video, Powerpoint, dataset (SPSS format)
Multilevel modeling using jamovi (short demo; May, 2019): video, link to author's website for article and dataset
Growth curve modeling using Jamovi: Example based on Hox (2010) extended example (Feb, 2020): video, .sav file (SPSS format), Powerpoint, link to book site
Chi-square difference for model comparisons using jamovi and SPSS (March 2020): video, Excel calculator, SPSS data
Multilevel binary logistic regression (March 2020): video, Powerpoint, dataset (SPSS format), supplemental Excel file
Multilevel Poisson regression (March 2020): video, Powerpoint, dataset (SPSS format)
SPSS
Three-level multilevel models using SPSS 28 (March 2022): video , SPSS data , Powerpoint
Multilevel binary logistic regression (March 2020): video, Powerpoint, SPSS data
Multilevel Poisson regression (March 2020): video, Powerpoint, SPSS data
Chi-square difference for model comparisons using jamovi and SPSS (March 2020): video, Excel calculator, SPSS data
(February 2020) Two-level multilevel regression models / SPSS demo of Ch 3 models presented in Heck et al. (2014): video, Powerpoint, .sav file
Multilevel mediation (1-1-1) using 'MLmed' macro (Jan 2020): video, link to download macro, Powerpoint, .sav file, article referenced in video
Multilevel mediation (2-1-1) using 'MLmed' macro (Jan 2020): video, Powerpoint, .sav file, article referenced in video
Installing 'MLmed' macro to perform multilevel mediation in SPSS with custom dialog box: video
Solving problem with Level 2 covariance type in SPSS (V26) when performing multilevel regression (Jan, 2020): video
Growth curve models using SPSS (January, 2020): video, Powerpoint, .sav file
HLM demo with school data (July, 2019): video, .sav file, Powerpoint
HLM demo with school data: Testing interaction effects (August, 2019): video, Powerpoint, .sav file, link to Preacher's web utility
Multilevel modeling equivalent to random effects panel regression in SPSS (June, 2019): video, text file, .sav file, .dta file
Fixed effects panel regression using least squares dummy variable approach (June, 2019): video, text file, .sav file (wide format), .sav file (long format)
Probing interaction effects using SPSS and online utility (2018): video, .sav file, example output file
Multilevel binary logistic regression (2018): video, .sav file
STATA
Multilevel regression with two-level data (December, 2019): video, .dta file, text file (containing syntax)
Fixed and random effects panel regression in Stata (June, 2019): video, text file, .dta file
Random effects panel regression and mixed effects regression (multilevel) in Stata - comparing results (June, 2019): video, text file, .dta file
Multilevel modeling using STATA (2018): video, .dta file, Excel calculator, notes
Testing and probing cross-level interactions (2018): video, .dta file, do-file, Word file with commands, see also link
HLM (SSI)
Illustration of HLM program: video, Level 1 dataset, Level 2 dataset, Link to SSI website (to student version)