In: Statistics and Probability
A company produces thousands of plastic toy parts every day. So that the toys can be assembled properly a certain tab thickness x has to meet quality control specifications. The mean of the population of x has to be within a certain range and the standard deviation of population of x has to be less than a certain value. A quality control inspector took a random sample of 18 parts and measured x.He computed a sample mean of 8.2mm for x and a sample standard deviation of 0.024mm. Having found the mean was in spec next he has to test sample variance to decide whether to reject the null hypothesis that the population variance of x is less than or equal to the quality tolerance 0.0002 mm2 using an alpha og 0.05. He assumes the population mean follows a normal distribution?
A) draw a diagram that shows reject/fail to reject regions for this problem?
b)What is the statistic used
c) What is the test statistic value computed from the sample statistics given
D) Since the level of significance alpha is 0.05 state the critical value(s) which would be use relevant to the question. State your conclusion about the null hypothesis.
Solution:
Here, we have to use Chi square test for the population variance.
Null hypothesis: H0: the population variance of x is less than or equal to the quality tolerance 0.0002 mm^2.
Alternative hypothesis: Ha: the population variance of x is greater than to the quality tolerance 0.0002 mm^2.
H0: σ2 ≤ 0.0002 versus Ha: σ2 > 0.0002
This is an upper tailed test.
We are given
Level of significance = α = 0.05
Sample size = n = 18
Degrees of freedom = df = n – 1 = 18 – 1 = 17
Sample standard deviation = S = 0.024
Upper critical value = 27.5871
(by using Chi square table)
A) Draw a diagram that shows reject/fail to reject regions for this problem?
The required diagram is given as below:
b) What is the statistic used
The statistic used for this test is Chi square statistic for the testing for population variance.
c) What is the test statistic value computed from the sample statistics given
The test statistic formula is given as below:
Chi square = (n – 1)*S^2/ σ2
Chi square = (18 - 1)*0.024^2/0.0002
Chi square = 48.96
Test statistic value = 48.96
D) Since the level of significance alpha is 0.05 state the critical value(s) which would be use relevant to the question. State your conclusion about the null hypothesis.
We have
Test statistic value = 48.96
Upper critical value = 27.5871
Test statistic value > Upper critical value
So, we reject the null hypothesis
There is insufficient evidence to conclude that the population variance of x is less than or equal to the quality tolerance 0.0002 mm^2.