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For each of the following samples that were given an experimental treatment, tes

ID: 3022757 • Letter: F

Question

For each of the following samples that were given an experimental treatment, test whether they represent populations that score significantly higher than the general population: (a) a sample of 100 with a mean of 82, (b)a sample of 10 with a mean of 84. The general population of individuals has a mean of 81. a standard deviation of 8, and follows a normal curve. For each sample, carry out a Z test using the five steps of hypothesis testing with a one-tailed test at the .01 significance level, and make a drawing of the distributions involved, (c) ADVANCED TOPIC: Figure the 99% confidence interval for parts (a) and (b).

Explanation / Answer

a.
Set Up Hypothesis
Null, H0: U=81
Alternate, H1: U>81
Test Statistic
Population Mean(U)=81
Given That X(Mean)=82
Standard Deviation(S.D)=8
Number (n)=100
we use Test Statistic (Z) = x-U/(s.d/Sqrt(n))
Zo=82-81/(8/Sqrt(100)
Zo =1.25
| Zo | =1.25
Critical Value
The Value of |Z | at LOS 0.01% is 2.33
We got |Zo| =1.25 & | Z | =2.33
Make Decision
Hence Value of |Zo | < | Z | and Here we Do not Reject Ho
P-Value : Right Tail - Ha : ( P > 1.25 ) = 0.1056
Hence Value of P0.01 < 0.1056, Here We Do not Reject Ho

b.
Given That X(Mean)=84
Standard Deviation(S.D)=8
Number (n)=10
we use Test Statistic (Z) = x-U/(s.d/Sqrt(n))
Zo=84-81/(8/Sqrt(10)
Zo =1.1859
| Zo | =1.1859
Critical Value
The Value of |Z | at LOS 0.01% is 2.33
We got |Zo| =1.1859 & | Z | =2.33
Make Decision
Hence Value of |Zo | < | Z | and Here we Do not Reject Ho
P-Value : Right Tail - Ha : ( P > 1.1859 ) = 0.1178
Hence Value of P0.01 < 0.1178, Here We Do not Reject Ho

c)
Confidence Interval
CI = x ± Z a/2 * (sd/ Sqrt(n))
Where,
x = Mean
sd = Standard Deviation
a = 1 - (Confidence Level/100)
Za/2 = Z-table value
CI = Confidence Interval
Mean(x)=82
Standard deviation( sd )=8
Sample Size(n)=100
Confidence Interval = [ 82 ± Z a/2 ( 8/ Sqrt ( 100) ) ]
= [ 82 - 2.58 * (0.8) , 82 + 2.58 * (0.8) ]
= [ 79.936,84.064 ]

ii.
Mean(x)=84
Standard deviation( sd )=8
Sample Size(n)=10
Confidence Interval = [ 84 ± Z a/2 ( 8/ Sqrt ( 10) ) ]
= [ 84 - 2.58 * (2.53) , 84 + 2.58 * (2.53) ]
= [ 77.473,90.527 ]

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