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Statistics
Statistics
1. Introduction to Statistics
2. Data Collection and Sampling
3. Descriptive Statistics: Organizing and Summarizing Data
4. Probability Theory
5. Probability Distributions
6. Sampling Distributions
7. Inferential Statistics: Estimation
8. Inferential Statistics: Hypothesis Testing
9. Analysis of Variance (ANOVA)
10. Correlation and Regression
11. Chi-Square Tests
12. Non-Parametric Statistics
13. Experimental Design
14. Advanced Topics in Statistics
6.
Sampling Distributions
6.1.
The Concept of a Sampling Distribution
6.1.1.
Importance in Inference
6.1.2.
Relationship to Population Distribution
6.2.
Sampling Distribution of the Mean
6.2.1.
Mean of Sampling Distribution
6.2.2.
Standard Error of the Mean
6.2.3.
Effects of Sample Size
6.2.4.
Shape of Distribution
6.2.5.
Central Limit Theorem Applications
6.3.
Sampling Distribution of the Proportion
6.3.1.
Mean of Sampling Distribution
6.3.2.
Standard Error of the Proportion
6.3.3.
Normal Approximation
6.3.4.
Conditions for Normality
6.4.
Sampling Distribution of the Variance
6.4.1.
Chi-Square Distribution
6.4.2.
Degrees of Freedom
6.5.
Sampling Distribution of the Difference Between Means
6.5.1.
Independent Samples
6.5.2.
Standard Error
6.5.3.
Distribution Shape
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7. Inferential Statistics: Estimation