Question

In: Statistics and Probability

A simple random sample of size n is drawn. The sample​ mean, x overbarx​, is found...

A simple random sample of size n is drawn. The sample​ mean,

x overbarx​,

is found to be

18.618.6​,

and the sample standard​ deviation, s, is found to be

4.84.8.

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Click the icon to view the table of areas under the​ t-distribution.

​(a) Construct a

9595​%

confidence interval about

muμ

if the sample​ size, n, is

3434.

Lower​ bound:

nothing​;

Upper​ bound: nothing

​(Use ascending order. Round to two decimal places as​ needed.)

​(b) Construct a

9595​%

confidence interval about

muμ

if the sample​ size, n, is

5151.

Lower​ bound:

nothing​;

Upper​ bound: nothing

​(Use ascending order. Round to two decimal places as​ needed.)

How does increasing the sample size affect the margin of​ error, E?

A.

The margin of error increases.

B.

The margin of error decreases.

C.

The margin of error does not change.

​(c) Construct a

9999​%

confidence interval about

muμ

if the sample​ size, n, is

3434.

Lower​ bound:

nothing​;

Upper​ bound: nothing

​(Use ascending order. Round to two decimal places as​ needed.)

Compare the results to those obtained in part​ (a). How does increasing the level of confidence affect the size of the margin of​ error, E?

A.

The margin of error decreases.

B.

The margin of error increases.

C.

The margin of error does not change.

​(d) If the sample size is

1212​,

what conditions must be satisfied to compute the confidence​ interval?

A.

The sample data must come from a population that is normally distributed with no outliers.

B.

The sample must come from a population that is normally distributed and the sample size must be large.

C.

The sample size must be large and the sample should not have any outliers.

Solutions

Expert Solution

We have given :

A simple random sample of size n is drawn.

x̄ = sample mean  = 18.6, and the

s = sample standard​ deviation = 4.8.

Click the icon to view the table of areas under the​ t-distribution.

## ​(a) Construct a 95​% confidence interval about mμ

if the sample​ size, n = 34

Answer : we know that

mμ = [ x̄ ± Critical value * standard error ]

Critical value = t ( α /2 , df ) here

df = degree of freedom = n-1 = 34 -1 = 33

therefore ,

Critical value = t ( 0.05 /2 , 33 ) = ± 2.0345 ( used statistical t table )

standard error = s / SQRT( n) = 4.8 / SQRT ( 34)

= 4.8 / SQRT (34) = 0.82319

# margin of error = Critical value * standard error

= 2.0345 * 0.82319 = 1.674799

mμ = [ 18.6 ± ( 2.0345 * 0.82319) ]   

mμ = [ 18.6   ± 1.674799 ]

Lower​ bound: = [ x̄ - margin or error ] =  [ 18.6 -   1.674799 ]

= 16 .9252 ie 16.93

Upper ​ bound: = [ x̄ +  margin or error ] =   [ 18.6 +   1.674799 ]

= 20 .2748 ie 20.27

# Interpretation : we can say 95 % confident that population mean mμ is lies within 16.93 to 20.27

## ​(b) Construct a 95​% confidence interval about mμ

if the sample​ size, n, is = 51.

Answer : we know that

mμ = [ x̄ ± Critical value * standard error ]

Critical value = t ( α /2 , df ) here df = degree of freedom = n  - 1

= 51  -1 = 50   therefore ,

Critical value = t ( 0.05 /2 , 50 ) = ± 2. 008559 ( used statistical t table )

standard error = s / SQRT( n)

= 4.8 / SQRT ( 51 ) = 0.672134

# margin of error = Critical value * standard error

= 2. 008559   * 0.672134 =  1.350022

mμ = [ 18.6 ± ( 2. 008559   * 0.672134) ]   

mμ = [ 18.6   ± 1.350022]

Lower​ bound: = [ x̄ - margin or error ] [ 18.6 -   1.350022 ]

= 17.24998 ie 17. 25

Upper ​ bound: = [ x̄ +  margin or error ] = [ 18.6 +   1.350022 ]

= 19.95002 ie 19.95  

# Interpretation : we can say 95 % confident that population mean mμ is lies within 17.25 to 19.95 .

## How does increasing the sample size affect the margin of​ error, E?

Answer :

B. The margin of error decreases.

​## (c) Construct a 99​% confidence interval about mμ

if the sample​ size, n, is = 34.

Answer : we know that

mμ = [ x̄ ± Critical value * standard error ]

Critical value = t ( α /2 , df ) here df = degree of freedom = n-1

= 34 -1 = 33 therefore ,

Critical value = t ( 0.01 /2 , 33 ) = ± 2.733277 ( used statistical t table )

standard error = s /  SQRT( n) = 4.8 / SQRT ( 34)

= 4.8 / SQRT (34) = 0.82319

# margin of error = Critical value * standard error

= 2.733277 * 0.82319 = 2.250015

mμ = [ 18.6 ± ( 2.733277 * 0.82319 ) ]   

mμ = [ 18.6   ± 2.250015 ]

Lower​ bound: = [ x̄ - margin or error ] =  [ 18.6 -   2.250015 ]

= 16 .34999 ie 16.35

Upper ​ bound: = [ x̄ +  margin or error ] =   [ 18.6 +   2.250015 ]

= 20. 85001 ie 20.85  

# Interpretation : we can say 99 % confident that population mean mμ is lies within 16.35 to 20.85

## Compare the results to those obtained in part​ (a). How does increasing the level of confidence affect the size of the margin of​ error, E?

Answer :

B. The margin of error increases.

## ​(d) If the sample size is 12​, what conditions must be satisfied to compute the confidence​ interval?

Answer :

A. The sample data must come from a population that is normally distributed with no outliers.


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