Problem 2 You’re developing a foam insulation product that expands after application. You want the final (after expansion) height of the insulation to be more than 175 mm. You performed an experiment of spraying the insulation on 10 different surfaces (in a similar manner on similar surfaces), and you recorded the following insulation heights. 171.9 186.2 195.6 164.6 147.8 155.4 191.5 201.2 171.4 201.1
a. Is there sufficient evidence to conclude that your condition is met? Use the critical value approach with significance of 0.1.
b. Find the probability of type II error if the true mean height is 185 mm.
c. Find the probability of type II error if the true mean height is 195 mm.
d. Discuss how and why the probability of type II error changes.
First we need to find the mean and SD of data. Following is the output of descriptive statistics:
Descriptive statistics | |
X | |
count | 10 |
mean | 178.670 |
sample standard deviation | 19.177 |
sample variance | 367.749 |
minimum | 147.8 |
maximum | 201.2 |
range | 53.4 |
(a)
(b)
First we need to find the critical value of sample mean for which we will reject the null hypothesis.
The critical value of sample mean is
The t -score for and is
The type II error will be
Excel function used to find the above probability is : "=TDIST(0.27,9,1)"
(c)
First we need to find the critical value of sample mean for which we will reject the null hypothesis.
The critical value of sample mean is
The t -score for and is
The type II error will be
Excel function used to find the above probability is : "=TDIST(1.91,9,1)"
(d)
As the true population mean changes, or type I error changes sample size changes type II error will change.
Problem 2 You’re developing a foam insulation product that expands after application. You want the final...
A consumer products company is formulating a new shampoo and is interested in foam height (in mm). Foam height is approximately normally distributed and has a standard deviation of 20 mm. The company wishes to test H0: ? <= 175 mm versus H1: ? > 175 mm, using the results of ? = 10 samples. a) Find the ?‐value if the sample average is ?̅ 185 mm. b) What is the probability of Type II error if the true mean...