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
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