In: Statistics and Probability
In the following problem:
1. Determine the value of the margin of error ( E ) 2. Construct
the confidence interval. 3. Write a statement that correctly
interprets the confidence interval.
From a Prince Market Research poll in which randomly chosen people
were asked if they felt that U.S. nuclear weapons made them feel
safer the following data was gathered. Construct a 95% confidence
interval for the proportion of all people living in the United
States who felt nuclear weapons made them feel safer.
n = 1800 x = 1543 who said “yes”.
2. A Consumer Reports Research Center randomly surveyed 1000
women to determine what proportion of women purchase books online.
Out of 1000 women, 788 reported that they purchase books
online.
a. Construct a 90% confidence interval for the true proportion of
all women that purchase books online. Write a sentence that
correctly interprets the confidence interval.
b. Can we safely conclude that at least 25% of all women purchase
books online? Why or why not?
1)
Level of Significance, α =
0.05
Number of Items of Interest, x =
1543
Sample Size, n = 1800
Sample Proportion , p̂ = x/n =
0.857
z -value = Zα/2 = 1.960 [excel
formula =NORMSINV(α/2)]
Standard Error , SE = √[p̂(1-p̂)/n] =
0.0082
margin of error , E = Z*SE = 1.960
* 0.0082 = 0.0162
---------
95% Confidence Interval is
Interval Lower Limit = p̂ - E = 0.857
- 0.0162 = 0.8411
Interval Upper Limit = p̂ + E = 0.857
+ 0.0162 = 0.8734
95% confidence interval is (
0.841 < p < 0.873
)
------
we are 95% confident that true proportion of all people living in the United States who felt nuclear weapons made them feel safer lies within confidence interval.
====================
2)
a)
Level of Significance, α =
0.10
Number of Items of Interest, x =
788
Sample Size, n = 1000
Sample Proportion , p̂ = x/n =
0.788
z -value = Zα/2 = 1.645 [excel
formula =NORMSINV(α/2)]
Standard Error , SE = √[p̂(1-p̂)/n] =
0.0129
margin of error , E = Z*SE = 1.645
* 0.0129 = 0.0213
90% Confidence Interval is
Interval Lower Limit = p̂ - E = 0.788
- 0.0213 = 0.7667
Interval Upper Limit = p̂ + E = 0.788
+ 0.0213 = 0.8093
90% confidence interval is (
0.767 < p < 0.809
)
b)
Ho : p ≥ 0.25
H1 : p < 0.25
since, confidence interval do not contain null hypothesis 0.25 so, reject the null hypothesis
so, we can conclude that percentage of of all women purchase books online is less than 25%