EDUR 8132
Educational Statistics II

Notes 8b: Multiple Regression (taken from EDUR 8131)

(1) Summary Presentation

• Readings: Agresti and Finlay 4th and 3rd edition: Chapters 10 and 11
• Presentation 1
  • Document: Multiple Regression Part 1 Word
  • Document: Multiple Regression Part 1 PDF
  • Video: Multiple Regression (21 minutes)
  • JASP supplemental video: One Predictor (i.e. Simple Regression) and Multiple Predictors (i.e., Multiple Regression; Summary Presentation Notes 8a and 8b)
• Presentation 2
  • Document: Multiple Regression Part 2 Word
  • Document: Multiple Regression Part 2 PDF
  • Video: Multiple Regression Part 2 (33 minutes)
  • JASP supplemental video: One Predictor (i.e. Simple Regression) and Multiple Predictors (i.e., Multiple Regression; Summary Presentation Notes 8a and 8b)
• Regression Coefficient Interpretation (provides additional examples of regression coefficient interpretation)

(2) Reporting statistical results in APA style (Word Documents so you can copy and paste tables)

• Multiple Regression  

(3) Examples of Published Studies with Regression

• Teacher Empowerment and Job Commitment
• The Impact of Learning Time on Academic Achievement

(4) Exercises - use data and exercises within Detailed Presentation notes below

(5) Detailed Presentations - use the material below if the summary presentation was not sufficient

• Read: Notes 8b Multiple Regression 
• Read: Regression Coefficient Interpretation  
• Critical F Ratio Table: Critical F-ratio
• Critical t values Table:: Critical t
• Watch and Read: Instructional Videos and Related Materials
  • 01 Purpose, Equation, and Partial Effects 
  • 02 Partial Effects 
  • 03 Partial Effects Part 2  
  • 04 Residuals and Literal Interpretation 
  • 05 Ice Cream Example 
  • 06 House Price Example 
  • 07 Model Fit 
  • 08 Inference 
  • 09 Confidence Intervals  (Short video showing Confidence Interval with SPSS with difference confidence levels)  
  • 10 APA Styled Results  (Word document of House Price Example in APA Style )