a.
Given that,
mean(x)=0.78178
standard deviation , s.d1=0.00443
number(n1)=38
y(mean)=0.80874
standard deviation, s.d2 =0.00741
number(n2)=38
null, Ho: u1 =u2
alternate, H1: u1 < u2
level of significance, α = 0.05
from standard normal table,left tailed t α/2 =1.687
since our test is left-tailed
reject Ho, if to < -1.687
we use test statistic (t) = (x-y)/sqrt(s.d1^2/n1)+(s.d2^2/n2)
to =0.78178-0.80874/sqrt((0.00002/38)+(0.00005/38))
to =-19.25
| to | =19.25
critical value
the value of |t α| with min (n1-1, n2-1) i.e 37 d.f is 1.687
we got |to| = 19.25029 & | t α | = 1.687
make decision
hence value of | to | > | t α| and here we reject Ho
p-value:left tail - Ha : ( p < -19.2503 ) = 0
hence value of p0.05 > 0,here we reject Ho
ANSWERS
---------------
null, Ho: u1 = u2
alternate, H1: u1 < u2
test statistic: -19.25
critical value: -1.687
decision: reject Ho
p-value: 0
we have enough evidence to support the claim that cans of diet soda
have mean weights lower than mean weights of regular soda.
b.
TRADITIONAL METHOD
given that,
mean(x)=0.78178
standard deviation , s.d1=0.00443
number(n1)=38
y(mean)=0.80874
standard deviation, s.d2 =0.00741
number(n2)=38
I.
standard error = sqrt(s.d1^2/n1)+(s.d2^2/n2)
where,
sd1, sd2 = standard deviation of both
n1, n2 = sample size
standard error = sqrt((0/38)+(0/38))
= 0.001
II.
margin of error = t a/2 * (standard error)
where,
t a/2 = t -table value
level of significance, α = 0.05
from standard normal table, two tailed and
value of |t α| with min (n1-1, n2-1) i.e 37 d.f is 2.026
margin of error = 2.026 * 0.001
= 0.003
III.
CI = (x1-x2) ± margin of error
confidence interval = [ (0.78178-0.80874) ± 0.003 ]
= [-0.03 , -0.024]
-----------------------------------------------------------------------------------------------
DIRECT METHOD
given that,
mean(x)=0.78178
standard deviation , s.d1=0.00443
sample size, n1=38
y(mean)=0.80874
standard deviation, s.d2 =0.00741
sample size,n2 =38
CI = x1 - x2 ± t a/2 * Sqrt ( sd1 ^2 / n1 + sd2 ^2 /n2 )
where,
x1,x2 = mean of populations
sd1,sd2 = standard deviations
n1,n2 = size of both
a = 1 - (confidence Level/100)
ta/2 = t-table value
CI = confidence interval
CI = [( 0.78178-0.80874) ± t a/2 * sqrt((0/38)+(0/38)]
= [ (-0.027) ± t a/2 * 0.001]
= [-0.03 , -0.024]
-----------------------------------------------------------------------------------------------
interpretations:
1. we are 95% sure that the interval [-0.03 , -0.024] contains the
true population proportion
2. If a large number of samples are collected, and a confidence
interval is created
for each sample, 95% of these intervals will contains the true
population proportion
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