A psychologist has developed an aptitude test which consists of a series of mathematical and vocabulary problems. They want to test the hypothesis that the mean test score is 64.6.
A random sample of 40 people have taken the test and their results recorded:
Download the data
69 | 45 | 62 | 71 | 67 | 72 | 68 | 62 | 69 | 64 |
81 | 57 | 95 | 85 | 56 | 60 | 76 | 82 | 61 | 55 |
75 | 48 | 93 | 74 | 63 | 98 | 74 | 52 | 72 | 81 |
44 | 79 | 57 | 54 | 44 | 69 | 55 | 91 | 52 | 88 |
You may find this Student's t distribution table useful throughout this question.
a)Calculate the test statistic (t) for the hypothesis test. Give your answer to 4 decimal places.
t =
b)A level of significance of α = 0.05 is to be used for the test. The P-value for this test statistic is less, or greater than the level of significance.
c)The result of this test is that the null hypothesis is rejected, or not rejected.
Values ( X ) | Σ ( Xi- X̅ )2 | |
69 | 1 | |
45 | 529 | |
62 | 36 | |
71 | 9 | |
67 | 1 | |
72 | 16 | |
68 | 0 | |
62 | 36 | |
69 | 1 | |
64 | 16 | |
81 | 169 | |
57 | 121 | |
95.0 | 729 | |
85 | 289 | |
56 | 144 | |
60 | 64 | |
76 | 64 | |
82 | 196 | |
61 | 49 | |
55 | 169 | |
75 | 49 | |
48 | 400 | |
93 | 625 | |
74 | 36 | |
63 | 25 | |
98 | 900 | |
74 | 36 | |
52 | 256 | |
72 | 16 | |
81 | 169 | |
44 | 576 | |
79 | 121 | |
57 | 121 | |
54 | 196 | |
44 | 576 | |
69 | 1 | |
55 | 169 | |
91 | 529 | |
52 | 256 | |
88 | 400 | |
Total | 2720 | 8096 |
Mean X̅ = Σ Xi / n
X̅ = 2720 / 40 = 68
Sample Standard deviation SX = √ ( (Xi - X̅ )2 / n - 1
)
SX = √ ( 8096 / 40 -1 ) = 14.408
To Test :-
H0 :- µ = 64.6
H1 :- µ ≠ 64.6
Test Statistic :-
t = ( X̅ - µ ) / ( S / √(n))
t = ( 68 - 64.6 ) / ( 14.408 / √(40) )
t = 1.4925
Test Criteria :-
Reject null hypothesis if | t | > t(α/2, n-1)
t(α/2, n-1) = t(0.05 /2, 40-1) = 2.023
| t | > t(α/2, n-1) = 1.4925 < 2.023
Result :- Fail to reject null hypothesis
Decision based on P value
P - value = P ( t > 1.4925 ) = 0.1436
Reject null hypothesis if P value < α = 0.05 level of
significance
P - value = 0.1436 > 0.05 ,hence we fail to reject null
hypothesis
Conclusion :- Fail to reject null
hypothesis
A psychologist has developed an aptitude test which consists of a series of mathematical and vocabulary...
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