In: Math
A recent headline announced / impeachment causes a dip in a
President’s Approval Rating.
This conclusion was based on a University poll of 100 adults. In
the poll, 41.1% of respondents approved of the president’s job
performance.
(a) Based on this poll, what is the probability that more than 50%
of the population approve of the president’s job performance?
(b) Form a 90% confidence interval for this estimate.
(c) Assume we know without sampling error the population support was 42% before the impeachment story broke in September. Test whether the impeachment proceedings have actually caused a dip in approval from the 42% baseline at the .05 significance level.
a),p= 0.411
n= 100
std error , SE = √( p(1-p)/n ) = 0.0492
Z=( p̂ - p )/SE= ( 0.5 -
0.411 ) / 0.0492 =
1.809
P ( p̂ > 0.5 ) =P(Z > ( p̂ - p )/SE)
=
=P(Z > 1.809 ) =
0.0352
b)
Level of Significance, α =
0.10
Sample Size, n = 100
Sample Proportion , p̂ = 0.4110
z -value = Zα/2 = 1.645 [excel
formula =NORMSINV(α/2)]
Standard Error , SE = √[p̂(1-p̂)/n] =
0.0492
margin of error , E = Z*SE = 1.645
* 0.0492 = 0.0809
90% Confidence Interval is
Interval Lower Limit = p̂ - E = 0.411
- 0.0809 = 0.3301
Interval Upper Limit = p̂ + E = 0.411
+ 0.0809 = 0.4919
90% confidence interval is (
0.3301 < p < 0.4919
)
c)
Ho : p = 0.42
H1 : p < 0.42
(Left tail test)
Level of Significance, α =
0.05
Number of Items of Interest, x =
41.1
Sample Size, n = 100
Sample Proportion , p̂ = x/n =
0.4110
Standard Error , SE = √( p(1-p)/n ) =
0.0494
Z Test Statistic = ( p̂-p)/SE = (
0.4110 - 0.42 ) /
0.0494 = -0.1823
p-Value = 0.4277 [excel
function =NORMSDIST(z)]
Decision: p value>α ,do not reject null
hypothesis
There is not enough evidence that the impeachment
proceedings have actually caused a dip in approval from the 42%
baseline at the .05 significance leve