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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.

Short Answer

Expert verified

(a) μx¯1-x¯2=0.8

σx¯1-x¯2=3.64

(b) The standard deviation of x¯1-x¯2the formula is also predicated on the assumption that the samples are independent. Because each individual population is normally distributed, x¯1-x¯2is also normally distributed, and because of the central limit theorem, this holds true for samples of vast sizes.

(c) Confidence level=80%.

Step by step solution

01

Part (a) Step 1: Given information

Population 1: Mean is 7.9, the standard deviation is 5.4, and the sample size is 3.

Population 2: Mean is 7.1and the standard deviation is 4.6, and the sample size is 6.

02

Part (a) Step 2: Explanation

Population 1

x¯1=7.9

s1=5.4

n1=3

Population 2

x¯2=7.1

s2=4.6

n2=6

The mean of x¯1-x¯2is

μx¯1-x¯2=μ1-μ2

=7.9-7.1

=0.8

Then the standard deviation is

σx¯1-x¯2=σ12n1+σ22n2

⇒σx¯1-x¯2=5.423+4.626

⇒σx¯1-x¯2=29.163+21.166

⇒σx¯1-x¯2=3.64.

03

Part (b) Step 1: Given information

Population 1: Mean is 7.9, the standard deviation is 5.4, and the sample size is 3.

Population 2: Mean is 7.1and the standard deviation is 4.6, and the sample size is 6.

04

Part (b) Step 2: Explanation

From the given information

Population 1

x¯1=7.9

s1=5.4

n1=3

Population 2

x¯2=7.1

s2=4.6

n2=6

From part (a)

Regardless of the distribution of variables in an individual population, the mean and standard deviation of x¯1-x¯2remain constant.

The standard deviation of x¯1-x¯2the formula is also predicated on the assumption that the samples are independent. Because each individual population is normally distributed, x¯1-x¯2is also normally distributed, and because of the central limit theorem, this holds true for samples of vast sizes.

05

Part (c) Step 1: Given information

Population 1: Mean is 7.9, the standard deviation is 5.4, and the sample size is 3.

Population 2: Mean is 7.1and the standard deviation is 4.6, and the sample size is 6.

06

Part (c) Step 2: Explanation

From the given data

The confidence interval is -3to4

Pooled standard deviation is

sp=n1-1s12+n2-1s22n1+n2-2

⇒sp=(4-1)(5.4)2+(16-1)(4.6)24+16-2

⇒sp=4.74

Confidence interval =x¯1-x¯2±tα/2·sp1n1+1n2

-3to4=(7.9-7.1)±ta/2×4.7414+116

⇒0.0±3.5=0.8±tα/2×2.65

⇒tα/2=1.328

Critical value

tα/2=1.328

⇒tα/2=t0.10

⇒α=0.20

⇒1-α=0.80

Confidence level=80%.

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Most popular questions from this chapter

The primary concern is deciding whether the mean of Population 2 is less than the mean of Population1.

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