Social Statistics

  1. Analysis of Categorical Data
    1. Descriptive Analysis of Categorical Data
      1. Frequency Tables
        1. Proportions and Percentages
          1. Bar Charts and Pie Charts
          2. Bivariate Analysis
            1. Cross-Tabulation Tables
              1. Constructing Contingency Tables
                1. Row Percentages
                  1. Column Percentages
                    1. Total Percentages
                      1. Marginal Distributions
                        1. Conditional Distributions
                        2. Chi-Square Tests
                          1. Chi-Square Test of Independence
                            1. Null and Alternative Hypotheses
                              1. Expected Frequencies
                                1. Calculating Chi-Square Statistic
                                  1. Degrees of Freedom
                                    1. Assumptions and Limitations
                                    2. Chi-Square Goodness of Fit Test
                                      1. Testing Against Known Distribution
                                        1. Equal Probability Hypothesis
                                        2. Fisher's Exact Test
                                          1. When to Use
                                            1. Small Sample Considerations
                                          2. Measures of Association
                                            1. Measures for Nominal Variables
                                              1. Phi Coefficient
                                                1. Cramer's V
                                                  1. Lambda
                                                    1. Uncertainty Coefficient
                                                    2. Measures for Ordinal Variables
                                                      1. Gamma
                                                        1. Kendall's Tau
                                                          1. Somers' d
                                                          2. Choosing Appropriate Measures
                                                            1. Interpreting Strength of Association
                                                            2. Odds and Odds Ratios
                                                              1. Definition of Odds
                                                                1. Calculating Odds Ratios
                                                                  1. Interpreting Odds Ratios
                                                                    1. Confidence Intervals for Odds Ratios