In: Math
Let x = age in years of a rural Quebec woman at the time of her first marriage. In the year 1941, the population variance of x was approximately σ2 = 5.1. Suppose a recent study of age at first marriage for a random sample of 41 women in rural Quebec gave a sample variance s2 = 2.6. Use a 5% level of significance to test the claim that the current variance is less than 5.1. Find a 90% confidence interval for the population variance.
(a) What is the level of significance?
State the null and alternate hypotheses.
Ho: σ2 = 5.1; H1: σ2 > 5.1Ho: σ2 < 5.1; H1: σ2 = 5.1 Ho: σ2 = 5.1; H1: σ2 ≠ 5.1Ho: σ2 = 5.1; H1: σ2 < 5.1
(b) Find the value of the chi-square statistic for the sample.
(Round your answer to two decimal places.)
What are the degrees of freedom?
What assumptions are you making about the original
distribution?
We assume a uniform population distribution.We assume a binomial population distribution. We assume a exponential population distribution.We assume a normal population distribution.
(c) 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
(d) Based on your answers in parts (a) to (c), will you reject or
fail to 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. Since the P-value ≤ α, we reject the null hypothesis.Since the P-value ≤ α, we fail to reject the null hypothesis.
(e) Interpret your conclusion in the context of the
application.
At the 5% level of significance, there is insufficient evidence to conclude that the variance of age at first marriage is less than 5.1.At the 5% level of significance, there is sufficient evidence to conclude that the that the variance of age at first marriage is less than 5.1.
(f) Find the requested confidence interval for the population
variance. (Round your answers to two decimal places.)
lower limit | |
upper limit |
Interpret the results in the context of the application.
We are 90% confident that σ2 lies outside this interval.We are 90% confident that σ2 lies above this interval. We are 90% confident that σ2 lies below this interval.We are 90% confident that σ2 lies within this interval.
Solution:-
a)
State the hypotheses. The first step is to state the null hypothesis and an alternative hypothesis.
Null hypothesis H0: σ2> 5.1
Alternative hypothesis HA: σ2 < 5.1
Formulate an analysis plan. For this analysis, the significance level is 0.05.
Analyze sample data. Using sample data, the degrees of freedom (DF), and the test statistic (X2).
DF = n - 1 = 41 -1
D.F = 40
We use the Chi-Square Distribution Calculator to find P(Χ2 > 20.392) = 0.996
c) P-value > 0.10.
Interpret results. Since the P-value (0.996) is greater than the significance level (0.05), we have to accept the null hypothesis.
d) Since the P-value > α, we fail to reject the null hypothesis.
e) At the 5% level of significance, there is insufficient evidence to conclude that the variance of age at first marriage is less than 5.1.
f) The requested confidence interval for the population variance is .