08 - Hypothesis testing (Oct. 26-Nov. 1)
Hypothesis Tests
Learning Objectives
- Understand hypothesis testing as a type of statistical inference that uses sample data to make decisions about populations.
- Provide a detailed explanation of each of the listed steps in a hypothesis test:
- Determine the null and alternative hypotheses.
- Summarize the data into an appropriate test statistic.
- Find the p-value assuming the null hypothesis is true.
- Decide if the result is statistically significant based on the p-value.
- Report the conclusion in the context of the situation.
- Explain the difference between a one-sided and two-sided hypothesis test. Give examples.
- Describe a type I and type II error and the role these errors play in interpreting results.
- Discuss the importance of power in planning and understanding research studies.
- Compare the t-distribution to the N(0,1) distribution.
- Identify a situation where a t statistic is more appropriate than using a z-score.
- Describe a one-sample t-test and how to compute the t statistic.
Videos & Video Lectures
- Introduction to Hypothesis Testing Links to an external site. (1 minute)
- Lesson 7.1 Links to an external site. (25 minutes)
- Lesson 7.2 Links to an external site. (24 minutes)
- Lesson 7.3 Links to an external site. (18 minutes)
Readings
- IPS Text Chapter 6.2 - 6.4, 7.1
- BIA: Ryden et al. Download Ryden et al. (for discussion 10/26), consider BIA questions Download BIA questions
- BIA: CAST Trial Download CAST Trial (for discussion 11/02), consider BIA questions Download BIA questions
Assignments
- Due Oct. 30: Homework #7
- Due Nov. 3: Lab #7
Required Online Adobe Connect Sessions
- Wednesday, Oct. 26, 7-8:20 pm ET - Happy Hour with Rod Little
- Review Week 7, Homework Q&A, Preview Week 8, BIA Ryden
- Week 8 Happy Hour recording
- Monday, Oct. 31, 7-8:20 pm ET - Lab Connect meeting with Swastina Shrestha
- Week 8 Lab Connect recording
- Office Hour recording
Powerpoint Slides
- Lesson #7 video lecture slides Download lecture slides
- Happy Hour slides
- Lab slides
Additional Resources
- View Worked Example 4 Links to an external site.
- Knowledge Check Links to an external site.
- Practice quizzes, vocabulary flashcards, statistical applets