In: Statistics and Probability
A human factors psychologist studied three computer keyboard designs. Three samples of individuals were given material to type on a particular keyboard, and the number of errors committed by each participant was recorded.
What is the correct way to write the hypotheses?
The data are as follows:
Keyboard A | Keyboard B | Keyboard C | |
M = 1 | M = 5 | M =6 | N = 15 |
T = 5 | T = 25 | T = 30 | G = 60 |
SS = 12 | SS = 20 | SS = 14 | ?X2 = 356 |
Answer Options:
A. |
Null: H0: ?1 = ?2 = ?3 Alternative: H1: ?1 = ?2 ? ?3 |
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B. |
Null: H0: ?1 = ?2 = ?3 Alternative: H1: all three means are different from the others |
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C. |
Null: H0: ?1 = ?2 = ?3 Alternative: H1: ?1 ? ?2 = ?3 |
PART 2:
Using the same data, what are the dftotal?
A. |
2 |
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B. |
12 |
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C. |
14 |
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D. |
11 |
PART 3
Using the same data, what is the SSwithin value?
A. |
116 |
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B. |
46 |
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C. |
14 |
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D. |
70 PART 4 |
Using the same data, what is the critical value given an ? = .05?
A. |
4.63 |
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B. |
3.88 |
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C. |
3.63 |
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D. |
D. 4.36 What is the final F-ratio?
|
c | ni | x?i | ni*(Xi-Xgrand)2 | (ni-1)*S2i | |||
keyboard A | 5 | 1.000 | 45.000 | 12.00 | |||
keyboard B | 5 | 5.000 | 5.000 | 20.00 | |||
keyboard C | 5 | 6.000 | 20.000 | 14.00 | |||
grand mean= | 4.000 | 70.000 | 46.00 | ||||
SSTr | SSE | ||||||
Source of variation | SS | df | MS | F | P value | F crit | |
treatment | 70.000 | 2 | 35.00 | 9.14 | 0.0039 | 3.89 | |
error | 46.000 | 12 | 3.83 | ||||
total | 116.000 | 14 |
1)
Null: H0: ?1 = ?2 = ?3
H1: not all means are equal
2)
dftotal =14
3)
SSwithin =46
4)
critical value given an ? = .05 =3.88
5)
final F-ratio =9.14
6)
?2 =SSbg/SST =70/116=0.60
7)
Reject H0
The type of keyboard has a significant effect on number of errors committed