Page 15 - Quantitative Data Analysis
P. 15
Direction of Correlation 104
Strength of Relationship 107
Manual Calculations of Correlation 109
Correlation vs. Causation 111
Factors that affect Correlation 113
Unit Exercises 115
Unit # 9 – Regression 121
Simple Regression 121
Coefficient of Determination 123
Simple Regression Example # 1 123
Simple Regression Example # 2 128
Simple Regression Example # 3 131
Simple Regression Example # 4 144
Multiple Regression 154
Multiple Regression Example # 1 155
Multiple Regressions in SPSS 167
Multiple Regression – Case Study 171
Adjusted R Squared (Amount of shrinkage) 175
Explanatory and Predictive Variables 177
Suppressor Variable 177
Unit Exercises 179
SUPPLEMENTARY MATERIAL
Factorial ANOVA 183
MANOVA 184
Principal Component Analysis (PCA) 186
Example of Principal Component Analysis 187
Factor Analysis 192