In: Statistics and Probability
The following information was obtained from two independent samples selected from two normally distributed populations with unknown but equal standard deviations.
n1=33; x1¯=14.46;
s1=15.07.
n2=23; x2¯=−4.75;
s2=14.65.
Find a point estimate and a 97.5% confidence interval for
μ1−μ2.
For the following, round all answers to no fewer than 4 decimal places.
The point estimate of μ1−μ2 is: | Answer |
The lower limit of the confidence interval is: | Answer |
The upper limit of the confidence interval is: | Answer |
The margin of error for this estimate is: | Answer |
Test at the 0.025 significance level if μ1 is different than μ2 | |
μ1 is AnswerGreater thanNot significantly different thanLess than μ2 |
Point estimate ( X̅1 - X̅2 ) = ( 14.46 - (-4.75) ) = 19.210
Confidence interval is :-
( X̅1 - X̅2 ) ± t( α/2 , n1+n2-2) SP √( (1/n1) + (1/n2))
t(α/2, n1 + n1 - 2) = t( 0.025/2, 33 + 23 - 2) = 2.306 ( From t
table )
( 14.46 - -4.75 ) ± t(0.025/2 , 33 + 23 -2) 14.9003 √ ( (1/33) +
(1/23))
Lower Limit = ( 14.46 - -4.75 ) - t(0.025/2 , 33 + 23 -2) 14.9003
√( (1/33) + (1/23))
Lower Limit = 9.8769
Upper Limit = ( 14.46 - -4.75 ) + t(0.025/2 , 33 + 23 -2) 14.9003
√( (1/33) + (1/23))
Upper Limit = 28.5431
97.5% Confidence Interval is ( 9.8769 , 28.5431
)
Margin of Error = t(α/2 , n1+n2-2) SP √( (1/n1) + (1/n2)) =
9.3331
To Test :-
H0 :- µ1 = µ2
H1 :- µ1 ≠ µ2
Test Statistic :-
t = (X̅1 - X̅2) / SP √ ( ( 1 / n1) + (1 / n2))
t = ( 14.46 - (-4.75) ) / 14.9003 √ ( ( 1 / 33) + (1 / 23 ))
t = 4.7463
Test Criteria :-
Reject null hypothesis if | t | > t(α/2, n1 + n2 - 2)
Critical value t(α/2, n1 + n1 - 2) = t(0.025 /2, 33 + 23 - 2) =
2.306
| t | > t(α/2, n1 + n2 - 2) = 4.7463 > 2.306
Result :- Reject Null Hypothesis
There is sufficient evidence to support the claim that μ1 is different than μ2.