Statistics with R

  1. Hypothesis Testing Framework
    1. Hypothesis Testing Logic
      1. Scientific Method
        1. Statistical Hypotheses
          1. Null and Alternative Hypotheses
            1. One-tailed vs Two-tailed Tests
            2. Test Statistics
              1. Standardized Test Statistics
                1. Sampling Distribution Under Null
                  1. Critical Values
                  2. Decision Making
                    1. Rejection Regions
                      1. p-values
                        1. Significance Levels
                          1. Statistical vs Practical Significance
                          2. Types of Errors
                            1. Type I Error
                              1. Type II Error
                                1. Power of a Test
                                  1. Relationship Between Errors
                                  2. Steps in Hypothesis Testing
                                    1. State Hypotheses
                                      1. Choose Significance Level
                                        1. Select Test Statistic
                                          1. Determine Critical Value
                                            1. Calculate Test Statistic
                                              1. Make Decision
                                                1. Draw Conclusion

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                                              14. Statistical Inference Foundations

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                                              16. One-Sample Tests