In: Statistics and Probability
A machine that puts corn flakes into boxes is adjusted to put an average of 15.9 ounces into each box, with standard deviation of 0.24 ounce. If a random sample of 12 boxes gave a sample standard deviation of 0.37 ounce, do these data support the claim that the variance has increased and the machine needs to be brought back into adjustment? (Use a 0.01 level of significance.)
(i) Give the value of the level of significance.
State the null and alternate hypotheses.
H0: σ2 = 0.0576; H1: σ2 > 0.0576H0: σ2 < 0.0576; H1: σ2 = 0.0576 H0: σ2 = 0.0576; H1: σ2 < 0.0576H0: σ2 = 0.0576; H1: σ2 ≠ 0.0576
(ii) Find the sample test statistic. (Round your answer to two
decimal places.)
(iii) Find or estimate the P-value of the sample test
statistic.
P-value > 0.1000.050 < P-value < 0.100 0.025 < P-value < 0.0500.010 < P-value < 0.0250.005 < P-value < 0.010P-value < 0.005
(iv) Conclude the test.
Since the P-value ≥ α, we fail to reject the null hypothesis.Since the P-value < α, we reject the null hypothesis. Since the P-value < α, we fail to reject the null hypothesis.Since the P-value ≥ α, we reject the null hypothesis.
(v) Interpret the conclusion in the context of the application.
At the 1% level of significance, there is sufficient evidence to conclude that the variance has increased and the machine needs to be adjusted.At the 1% level of significance, there is insufficient evidence to conclude that the variance has increased and the machine needs to be adjusted.
Population variance = σ02 = 0.24^2 = 0.0576
Sample variance = s2 = 0.37^2 = 0.1369
Answer (i)
The value of the level of significance is 0..01
The null and alternate hypotheses are:
H0: σ2 = 0.0576; H1: σ2 > 0.0576
Answer (ii)
The sample test statistic χ2 = 26.14
Answer (iii)
Degrees of Freedom = n-1 = 12-1 = 11
P-value corresponding to χ2 = 26.14 and df = 11 is obtained using p-value calculator. Screenshot below:
The P-value of the sample test statistic = 0.0062
So, correct answer is 0.005 < P-value < 0.010
Answer (iv)
Since P-value = 0.0062 < α = 0.01, we reject null hypothesis
Since the P-value < α, we reject the null hypothesis.
Answer (v)
At the 1% level of significance, there is sufficient evidence to conclude that the variance has increased and the machine needs to be adjusted.