Experimental Economics

  1. Data Analysis and Statistical Methods
    1. Data Preparation
      1. Data Collection
        1. Experimental Records
          1. Subject Responses
            1. Timing Data
            2. Data Cleaning
              1. Outlier Detection
                1. Missing Values
                  1. Error Correction
                  2. Data Organization
                    1. Variable Coding
                      1. Database Structure
                        1. Documentation
                      2. Descriptive Analysis
                        1. Summary Statistics
                          1. Central Tendency
                            1. Variability Measures
                              1. Distribution Shape
                              2. Data Visualization
                                1. Histograms
                                  1. Box Plots
                                    1. Scatter Plots
                                      1. Time Series Plots
                                      2. Comparative Analysis
                                        1. Treatment Comparisons
                                          1. Subgroup Analysis
                                            1. Trend Analysis
                                          2. Statistical Testing
                                            1. Parametric Tests
                                              1. t-tests
                                                1. ANOVA
                                                  1. Regression Analysis
                                                  2. Non-Parametric Tests
                                                    1. Mann-Whitney U
                                                      1. Wilcoxon Tests
                                                        1. Kruskal-Wallis
                                                        2. Multiple Comparisons
                                                          1. Bonferroni Correction
                                                            1. False Discovery Rate
                                                              1. Family-wise Error
                                                            2. Regression Methods
                                                              1. Linear Regression
                                                                1. OLS Estimation
                                                                  1. Assumption Testing
                                                                    1. Model Diagnostics
                                                                    2. Limited Dependent Variables
                                                                      1. Probit Models
                                                                        1. Logit Models
                                                                          1. Tobit Models
                                                                          2. Panel Data Methods
                                                                            1. Fixed Effects
                                                                              1. Random Effects
                                                                                1. Difference-in-Differences
                                                                              2. Validity Considerations
                                                                                1. Internal Validity
                                                                                  1. Causal Inference
                                                                                    1. Confounding Variables
                                                                                      1. Selection Bias
                                                                                      2. External Validity
                                                                                        1. Generalizability
                                                                                          1. Population Validity
                                                                                            1. Ecological Validity
                                                                                            2. Statistical Validity
                                                                                              1. Type I Errors
                                                                                                1. Type II Errors
                                                                                                  1. Effect Sizes

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                                                                                              7. Public Economics and Social Dilemmas

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                                                                                              9. Advanced Topics and Current Frontiers