1 | 8/22 | Introduction and Overview; Review of General Linear Model; Descriptions of Variability
Accompanying SAS Data and Syntax
Lecture Video [Part 1: 8/22]
Lecture Video [Part 2: 8/24] | Maxwell & Delaney (2004)
Appendix B |

| 8/24 | Simple, Marginal, and Interaction Effects in GLMs (Introduction to SAS PROC GLM): Part 1
In-Class and In-Color Lecture Version
Accompanying SAS Data and Syntax
Lecture Video [Part 1: 8/24]
Lecture Video [Part 2: 8/29] | |

2 | 8/29 | Simple, Marginal, and Interaction Effects in GLMs: Part 2
Accompanying SAS Data and Syntax
Lecture video is embedded within Part 2: 8/29, starting at 1:14:35 | Hoffman (in prep) ch. 2 |

| 8/31 | No Class | |

3 | 9/5 | Univariate Normal Distribution; GLM in Univariate Normal; Model for Means/Variances
Lecture Video [Part 1]
Lecture Video [From Friday: 9/7] | Kutner et al. (2005)
Appendix A and ch. 1 p. 1-15 |

| 9/7 | Least Squares Estimation for GLMs
Lecture Video
| Kutner et al. (2005)
ch 1. p. 16-33 |

4 | 9/12 | Maximum Likelihood Estimation for GLMs
Lecture Video | Enders (2010) ch. 3 |

| 9/14 | Introduction to Generalized Univariate Models; Models for Binary Outcomes (SAS PROC GENMOD)
Example Excel and SAS Files
Lecture Video [Part 1]
Lecture Video [Part 2: From 9/19] | Azen & Walker (2011) ch. 2 & 6 |

5 | 9/19 | Examples with Ordinal and Nominal Outcomes
Example
SAS Syntax and Data
Lecture Video | Cohen, Cohen, West, & Aiken (2002) ch. 13 |

| 9/21 | Review of topics -and- Examples with Ordinal and Nominal Outcomes, continued
Lecture Video | |

6 | 9/26 | Models for Other Not-Normal Outcomes
Example
Lecture Video | Atkins & Gallop (2007) |

| 9/28 | Matrix Algebra and PROC IML: Theory
SAS Syntax and Data
Lecture Video | Johnson & Wichern (2002) ch. 2 |

7 | 10/3 | More Matrix Algebra, Mean Vectors, Covariance Matrices, and the Multivariate Normal Distribution
SAS Syntax and Data
Lecture Video | Johnson & Wichern (2002) ch. 3 |

| 10/5 | Multivariate Normal Distribution; Introduction to Maximum Likelihood for Multivariate Outcomes (SAS PROC MIXED)
SAS Syntax and Data
Lecture Video | Johnson & Wichern (2002) ch. 4 |

8 | 10/10 | Examples of Adding Predictors to Multivariate Models; Uses of the ESTIMATE Statement with the CLASS Statement; Comparisons of Multivariate Models with Classical MANOVA
SAS Syntax and Data
Lecture Video | Wright (1998) |

| 10/12 | No Class | |

9 | 10/17 | Review of Topics to this Point and Practice with Multivariate Data
SAS Syntax and Data
Lecture Video | |

| 10/19 | Examples of Multivariate Regression and Difference Score Models:
Example 1: Body Dissatisfaction
Lecture Video
Example 2: Drug Acquisition
Lecture Video | |

10 | 10/24 | More Multivariate Models:
Example 1: Repeated Measures Response Times in Younger and Older Adults
Lecture Video
Example 2: Models for Dyadic and Family Data
Lecture Video | |

| 10/26 | Introduction to Bayesian and MCMC Estimation
SAS Syntax and Data
Lecture Video | Enders (2010) ch. 6 |

11 | 10/31 and 11/2 | Missing Data, Handing Missing Data via Maximum Likelihood, How Not to Handle Missing Data, Handling Missing Data via Multiple Imputation
SAS Syntax and Data
SAS How-To for Imputation with Different PROCs
Lecture Video [Part 1: 10/31]
Lecture Video [Part 2: 11/2] | Enders (2010) ch. 4, 7, 8, 9 |

12 | 11/7 | Introduction to Mplus and Path Analysis
Mplus Syntax Guide
Mplus Syntax and Example Data
Lecture Video [Part 1]
Lecture Video [Part 2] | Kline (2005) ch. 5, 6
Enders (2010) ch. 5 |

| 11/9 | Mediation Models
MLR Model Comparisons Spreadsheet
Lecture Video | MacKinnon (2008) ch. 6 |

13 | 11/14 | Power Analysis for via SAS: PROC POWER and Simulation
SAS Syntax and Example Data
Lecture Video | Muthén & Muthén (2002) |

| 11/16 | Power Analysis via SAS and Mplus: Simulation
SAS and Mplus Syntax
Lecture Video
**Final Exam (Including Brief Discussion)** | Maxwell, Kelley, & Rausch (2008) |

14 | 11/21 | NO CLASS - THANKSGIVING BREAK | |

| 11/23 | NO CLASS - THANKSGIVING BREAK | |

15 | 11/28 | Clustering: Mixture and Latent Class Models
Mplus Syntax
Lecture Video | Vermunt & Magidson (2002)
McCutcheon (2002) |

| 11/30 | Principal Components Analysis and Exploratory Factor Analysis
SAS and Mplus Syntax
Lecture Video [Part 1] | Johnson & Wichern (2002)
ch. 8, 9 |

16 | 12/5 | Principal Components Analysis and Exploratory Factor Analysis (see 11/30 lecture)
Lecture Video [Part 2] | |

| 12/7 | Introduction to Multilevel Models
RM ANOVA Example
Lecture Video [Part 1] | Maxwell & Delaney (2004)
ch. 12-15 |

17 | 12/17 | COMPLETED TAKE-HOME FINAL EXAM DUE THROUGH BLACKBOARD MONDAY 12/17 BY 11:59 PM | |