Research the following sampling methods:

1. Simple Random Sampling
2. Systematic Random Sampling
3. Stratified Random Sampling
4. Cluster Sampling

Research the following types of analysis:

1. Categorical Data Analysis
2. Comparing Two Means
3. Comparing Several Means (one-way ANOVA)
4. Linear Regression
5. Factorial ANOVA

For each method or type of analyses, address the following:

1. What is its purpose and what problem/question does it solve? Provide an example of its application.
2. What are its characteristics and properties? What type of tests are available in conjunction with it?
3. How is it best visualized graphically (i.e., table, bar graph, pie chart, etc.)? Provide an example.
4. How would you handle the outliers?

Cite three to five scholarly resources in addition to the text.