In: Statistics and Probability
For this problem, carry at least four digits after the decimal
in your calculations. Answers may vary slightly due to
rounding.
In a random sample of 67 professional actors, it was found that 44
were extroverts.
(a)
Let p represent the proportion of all actors who are
extroverts. Find a point estimate for p. (Round your
answer to four decimal places.)
(b)
Find a 95% confidence interval for p. (Round your
answers to two decimal places.)
lower
limit
upper
limit
Give a brief interpretation of the meaning of the confidence
interval you have found.
We are 5% confident that the true proportion of actors who are extroverts falls above this interval.We are 95% confident that the true proportion of actors who are extroverts falls within this interval. We are 5% confident that the true proportion of actors who are extroverts falls within this interval.We are 95% confident that the true proportion of actors who are extroverts falls outside this interval.
(c)
Do you think the conditions n·p > 5 and n·q > 5 are satisfied in this problem? Explain why this would be an important consideration.
No, the conditions are not satisfied. This is important because it allows us to say that p̂ is approximately binomial.Yes, the conditions are satisfied. This is important because it allows us to say that p̂ is approximately normal. Yes, the conditions are satisfied. This is important because it allows us to say that p̂ is approximately binomial.No, the conditions are not satisfied. This is important because it allows us to say that p̂ is approximately normal.
Solution :
Given that,
n = 67
x = 44
a)Point estimate = sample proportion = = x / n = 44/67 = 0.6567
1 - = 1 -0.6567 = 0.3433
At 95% confidence level
= 1-0.95% =1-0.95 =0.05
/2
=0.05/ 2= 0.025
Z/2
= Z0.025 = 1.960
Z/2 = 1.960
Margin of error = E = Z / 2 * (( * (1 - )) / n)
= 1.960 * ((0.6567*(0.3433) /67 )
= 0.114
A 95% confidence interval for population proportion p is ,
- E < p < + E
0.6567-0.114 < p < 0.6567+0.114
0.54 < p < 0.77
( 0.54, 0.77 )
b)lower limit = 0.54
upper limit = 0.77
c)Yes, the conditions are satisfied. This is important because it allows us to say that p̂ is approximately normal.