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In each of Exercises 10.39-10.44, we have provided summary statistics for independent simple random samples from two populations. In each case, use the pooled t-test and the pooled t-interval procedure to conduct the required hypothesis test and obtain the specified confidence interval.
10.40 x¯1=10,s1=4,n1=15,x¯2=12,s2=5,n2=15
a. Two-tailed test, α=0.05
b. 95%confidence level.

Short Answer

Expert verified

(a) The given data do not provide sufficient evidence to reject null hypotheses at a significance level of 5%.

(b) The difference between the means of two populations is somewhere between -2.7478and -1.2522, with a 95%confidence interval.

Step by step solution

01

Part(a) Step 1: Given information

To conduct the two-tailed test for x¯1=10,s1=4,n1=15,andx¯2=12,s2=5,n2=15then obtain the specified confidence interval.

02

Part (a) Step 2: Explanation

Let the hypothesis test is two-tailed and the significance level is 5%
Population 1:x¯1=10,s1=4,n1=15
Population 2:x¯2=12,s2=5,n2=15.
The main goal is to calculate a 95%confidence interval for the difference between two population mean μ1and μ2.
Null hypotheses:H0:μ1=μ2
Alternate hypotheses:Ha:μ1≠μ2
Hypotheses is two-tailed.

03

Part(a) Step 3: Explanation

Determine the significance level:
Significance level is 5%. which is α=0.05.
Calculate the value of test statistics as:
Pooled standard deviation,

sp=n1-1s1+2n2-1s22n1+n2-2

⇒sp=(15−1)(4)2+(15−1)(5)215+15−2

⇒sp=14(16)+14(25)28

⇒sp=4.5277

Then, the test statistic as:

t0=x¯1-x¯2sp1n1+1n2

⇒t0=10−124.5277115+115⇒t0=10−124.5277115+115

⇒t0=−1.2097

04

Part (a) Step 4: Explanation

Identify the critical values as:

df=n1+n2-2

=15+15-2

=28

⇒df=28

When df=28, use table IVfor important values:

±ta/2=±t0.05/2

=±t0.025

=±2.048is the critical value.

Then,t0=-1.2097, in other words the test statistic does not fall into the two-tailed hypotheses test rejection zone.
As a result, null hypotheses are not ruled out.

05

Part (b) Step 1: Given information

To obtain the specified confidence interval for 95%of the given data.

06

Part (b) Step 2: Explanation

Let, Population 1:x¯1=10,s1=4,n1=15

And population 2:x¯2=12,s2=5,n2=15

The main goal is to determine 95%confidence interval for the difference between two population mean μ1andμ2.
Null hypotheses is H0:μ1=μ2
Alternate hypotheses is Ha:μ1≠μ2
Hypotheses is two-tailed.
Table IVmay be used to determine tα/2with a confidence level of1-αusingdf=n1+n2-2.
For 95%confidence level,α=0.05.
df=n1+n2-2

=(15+15-2)

=28

When df=28, use table IVfor important values.

Critical value is tα/2=t0.05/2

=t0.025

=2.048

07

Part (b) Step 3: Explanation

Determine the endpoints of the confidence interval as:
x¯1-x¯2±tα/2×1n1+1n2

Confidence interval =(10-12)±2.048115+115

Confidence interval =-2±0.7478

Confidence interval =-2.7478to -1.2522

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Most popular questions from this chapter

O. Ehimwenma and M. Tagbo, researchers in Nigeria, were interested in how the characteristics of the spleen of residents in their tropical environment compare to those found elsewhere in the world. They published their findings in the article "Determination of Normal Dimensions of the Spleen by Ultrasound in an Endemic Tropical Environment" (Nigerian Medical Journal, Vol. 52, No. 3, pp. 198-203). The researchers randomly sampled 91males and 109females in Nigeria. The mean and standard deviation of the spleen lengths for the males were 11.1cmand 0.9cmrespectively, and those for the females were 10.1cmand 0.7cm, respectively. At the1% significance level, do the data provide sufficient evidence to conclude that a difference exists in mean spleen lengths of male and female Nigerians?

A variable of two populations has a mean of 7.9and a standard deviation of 5.4for one of the populations and a mean of 7.1and a standard deviation of 4.6for the other population. Moreover. the variable is normally distributed in each of the two populations.

a. For independent samples of sizes 3and 6, respectively, determine the mean and standard deviation of x1-x2.

b. Can you conclude that the variable x1-x2is normally distributed? Explain your answer.

c. Determine the percentage of all pairs of independent samples of sizes 4and 16, respectively, from the two populations with the property that the differencex1-x2 between the simple means is between -3and 4.

Left-Tailed Hypothesis Tests and CIs. If the assumptions for a nonpooled t-interval are satisfied, the formula for a (1-α) level upper confidence bound for the difference, μ1-μ2. between two population means is

f1-f2+t0·s12/n1+s22/n2

For a left-tailed hypothesis test at the significance level α, the null hypothesis H0:μ1=μ2 will be rejected in favor of the alternative hypothesis H2:μ1<μ2 if and only if the (1-α)-level upper confidence bound for μ1-μ2 is less than or equal to 0. In each case, illustrate the preceding relationship by obtaining the appropriate upper confidence bound and comparing the result to the conclusion of the hypothesis test in the specified exercise.

a. Exercise 10.83

b. Exercise 10.84

In each of exercise 10.13-10.18, we have presented a confidence interval for the difference,μ1-μ2, between two population means. interpret each confidence interval

90%CI from-10to-5

The formula for the pooled variance, sp2, is given on page 407 Show that, if the sample sizes, n1 and n2, are equal, then sp2 is th mean of s12 and s22.

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