Problem
Provide detailed answers for each:
• Explain the central limit theorem.
• Describe the advantages and disadvantages of stratified random sampling, cluster sampling, and systematic sampling.
• Describe hypothesis testing and explain how to develop null and alternative hypotheses.
• Compare type I and type II errors.
• Explain and compare independent simple random samples and matched samples.
The response must include a reference list. Using Times New Roman 12 pnt font, double-space, one-inch margins, and APA style of writing and citations.