Lecture Slides & Readings
Unit 1: Overview of Course (Abridged Slides; Complete Slide Set)
Unit 2: Correlation (Abridged Slides; Complete Slide Set)
- Tuesday, January 29th: Chen, P. & Popovich, P. (2002). Correlation: parametric and non-parametric measures.
- Thursday, January 31st:
- Tuesday, February 5th: Cohen, J. (1992). A power primer. Psychological Bulletin, 112, 155-159.
- Thursday, February, 7th: Shrout, P. & Fliess, J (1979). Intraclass correlations: Uses in assessing rater reliability. Psychological Bulletin, 86, 420-428.
Unit 3: Bivariate Regression (Abridged Slides; Complete Slide Set)
- Tuesday, February 12th: Tate, R., Chapter 2: Simple linear regression.
- Thursday, February 14th: Cohen et al. (2003). Chapter 2: Bivariate correlation and regression.
Unit 4: Multiple Regression (Abridged Slides; Complete Slide Set)
- Tuesday, February 26th: Tate, R., Chapter 4: Multiple regression.
- Thursday, February, 28th: Cohen et al. (2003). Chapter 3: Multiple regression/correlation with two or more independent variables.
- Tuesday, March, 4th: Cohen
et al. (2003). Chapter 4: Data visualization, exploration, and
assumption checking; Diagnosing and solving regression problems I.
- Thursday, March, 6th: Cohen et al. (2003). Chapter 5: Data analytic strategies using multiple regression/correlation.
- Thursday March 13th: MIDTERM EXAM
Unit 5: Categorical Variables (Abridged Slides; Complete Slide Set)
- Tuesday, March 25th: Tate, R., Chapter 6: Some special cases: One way ANOVA, ANCOVA, and ATI
- Thursday March 27th: Cohen et al. (2003). Chapter 8: Categorical or nominal independent variables
- Tuesday, April 1st
- Thursday April 3rd
Unit 6: ANCOVA (Abridged Slideds; Complete Slide Set)
- Tuesday, April 8th: Miller, G. & Chapman, J. (2001). Misunderstanding analysis of covariance. Journal of Abnormal Psychology, 110, 40-48.
- Thursday, April 10th: MacKinnon, D., Krull, J., & Lockwood, C. (2000). Equivalence of the mediation, confounding and suppression effect. Prevention Science, 1, 173-181.
- Tuesday, April 15th:
Unit 7: Factorial ANOVA (Abridged Slides; Complete Slide Set)
- Thursday, April 17th: Cohen et al (2003). Chapter 9: Interactions with categorical variables
- Tuesday, April, 22nd: Cohen et al (2003). Chapter 7: Interactions among continuous variables
- Thursday April 24th: Baron, R. M., & Kenny, D. A. (1986). The
moderator-mediator variable distinction in social psychological
research: Conceptual, strategic, and statistical considerations. Journal of Personality & Social Psychology, 51, 1173-1182.
Unit 8: Causal Models (Abridged Slideds; Complete Slide Set)
- Tuesday, April 29th: Cohen et al (2003). Chapter 12: Causal models.
- Thursday, May 1st: Tate, R., Chapter 8: Introduction to causal models
Unit 9: Non-Linear Relationships
- Tuesday, May 6th: Cohen et al. (2003). Chapter 6: Quantitiative scales, curvilinear relationships and tranformations.
- Thursday May 8th: FINAL EXAM
Other Relevant Reading
- Cohen et al (2003). Chapter 10: Outliers and multicolinearity
- Cohen et al (2003). Chapter 11: Missing data
- Tate, R., Chapter 10: Logistic regression.
- Cohen et al (2003). Chapter 13: Alternative regression models: Logisitic, Poisson regression and the Generalize Linear Model.