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Statistics
Statistical Inference
1. Foundations of Statistical Inference
2. Sampling and Sampling Distributions
3. Point Estimation
4. Interval Estimation and Confidence Intervals
5. Hypothesis Testing Framework
6. One-Sample Parametric Tests
7. Two-Sample Parametric Tests
8. Categorical Data Analysis
9. Analysis of Variance (ANOVA)
10. Simple Linear Regression Inference
11. Introduction to Bayesian Inference
12. Non-parametric Methods
Categorical Data Analysis
Chi-Squared Tests
The Chi-Squared Test Statistic
General Formula
Expected vs Observed Frequencies
Degrees of Freedom
Assumptions and Conditions
Goodness-of-Fit Test
Testing Specified Distributions
Multinomial Distribution
Expected Frequency Calculation
Procedure and Examples
Testing for Normality
Testing for Uniformity
Test of Independence
Two-Way Contingency Tables
Null and Alternative Hypotheses
Expected Frequency Calculation
Degrees of Freedom Formula
Interpretation of Results
Measures of Association
Test of Homogeneity
Comparing Multiple Populations
Null and Alternative Hypotheses
Relationship to Test of Independence
Procedure and Examples
Measures of Association
Phi Coefficient
Cramér's V
Contingency Coefficient
Odds Ratios
Definition and Interpretation
Confidence Intervals for Odds Ratios
Relative Risk vs Odds Ratio
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7. Two-Sample Parametric Tests
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9. Analysis of Variance (ANOVA)