Unit 5 Flashcards
What is the goal of hypothesis testing?
To quantify how much it would take to prove that our previous idea about what was going on was false
What is the standard value for the cutoff point?
5%
What is a null hypothesis?
A statement that a population parameter takes on a specific value that we would like to test. It is always stated with an equality, that there is no difference. It is the starting point of our investigation. (H0: parameter = number)
What is an alternate hypothesis?
A statement that makes an opposing claim that we are trying to support (HA: parameter > number, parameter < number, parameter != number)
What is the decision rule?
Give a precise statement of what must happen to reject H0:
- reject H0 if Zc > Za
- reject H0 if Zc < -Za
- reject H0 of Zc < -Za/2 or Zc > Za/2
(replace Z for t if you are testing mu with an unknown sigma)
What is a critical value?
Your cutoff points that denote the most extreme a% of your sampling distribution relative to Ha
What should be the form of your conclusion?
- As (rejection rule met), reject H0. Conclude there is sufficient evidence for Ha
- As (rejection rule not met), fail to reject H0. Conclude there is sufficient evidence for Ha
What are the steps for hypothesis testing?
- Level of Significance (set your alpha value)
- Hypotheses (null hypothesis and alternative hypothesis)
- Decision Rule (give a precise statement of what must happen to reject null hypothesis)
- Test statistic (determine the z-score assuming null hypothesis is true)
- Critical value (find cutoff points)
- Conclusion (state your decision)
What is the p-value interpretation?
the p-value in a hypothesis test is the probability of observing a statistic as or more extreme than we did (extreme being relative to HA) if H0 were true
When can we use a confidence interval to perform a test of hypothesis?
if:
1. we are performing a two-tailed test
2. The level of significance and confidence level sum to 1
How can you use a confidence interval to make a hypothesis test?
Instead of making a test statistic we will make our confidence interval and use the following decision rule:
Reject H0 if mu0 falls outside of the confidence interval