In: Statistics and Probability
Sam works at the Regional Conservatorium. She wonders how many people in the town are aware that there is a Conservatorium in the town since it is hidden down a driveway off a side street of the CBD. Sam is quite busy, so she employed one of her high-school aged students to undertake a survey of the town’s population of 20,000 people. The student surveyed 110 people over a 3-hour period. Of those surveyed, 78 people indicated that they did indeed know there was a Conservatorium in the town. b. Based upon this sample, determine a 95% confidence interval estimate for the proportion of the population who know about the Conservatorium.
The student surveyed 110 people over a 3-hour period
Of those surveyed, 78 people indicated that they did indeed know there was a Conservatorium in the town
Population of town 20,000
Thus N = 20000
n = 110
Let x denotes number of succes
Of those 110 people surveyed, 78 people indicated that they did indeed know there was a Conservatorium in the town
Therefore x = 78
To form a sample proportion, take x, the random variable for the number of successes and divide it by n, (the sample size). The random variable p is the sample proportion.
Thus p is given by
p = x / n = 78 / 110 = 0.7090909
p = 0.7090909
Thus p is proportion of people in sample who indeed know there was a Conservatorium in the town.
Let q =1 - p = 0.2909091
To determine a 95% confidence interval estimate for the proportion of the population
thus = 0.05
The confidence interval for a population proportion P , therefore, becomes:
P =p [ * ]
Where = = 0.7090909 * 0.2909091 / 110
= 0.001875282
= 0.04330453
Also = 1.96 at 5 % level of significance .
P = p [ * ] = 0.7090909 1.96 *0.04330453
95% confidence interval C.I. for population proportion P
C.I. = { 0.624214 , 0.7939678 }
Note :
{
Let X be number of people in town ( Population of 20,000) that they did indeed know there was a Conservatorium in the town
So we find Interval for X also
C.I. for population proportion P is { 0.624214 , 0.7939678 }
Where P = X / N
Lower bound = 0.624214 and upper bound = 0.7939678
Thus for N = 20000
X= ( X / N = P = 0.624214 , X / N = P = 0.7939678 )
X= ( X = N * 0.624214 , X = N *0.7939678 )
X = ( 12484.28 , 15879.36 )
}