Problem 3 0 an electronis device. Fach method is tested on two products as g (A,
ID: 3062221 • Letter: P
Question
Problem 3 0 an electronis device. Fach method is tested on two products as g (A, B and C) for Method Assembly Time (min 16 14 15 12 10 (a) Give y222, y-y.- (b) Develop the analysis of variance (ANOVA) table method affect the assembly time at -0.05? (c) Give the statistical model for the and answer the question: does the response data and estimate 0-1, 2, 3) and the variance of the time. (d) if the time is "smaller the better", what method is the best design and why? (c) Construct a contrast to test the hypothesis le 1-2us another contrast to test the all model parameters hypothesis!lo: ,-2. (t) Are these two contrasts orthogonal or not and why? (g) Find the sums of squares for them the test the hypothesis at a-0.05. 2 31 5.D.5 2 2 2 13 2 5 D. 5 65 Lows rrorExplanation / Answer
ANOVA: Single Factor
SUMMARY
Groups
Count
Sum
Average
Variance
Method A
2
31
15.5
0.5
Method B
2
26
13
2
Method C
2
21
10.5
0.5
ANOVA
Source of Variation
SS
df
MS
F
P-value
F critical
Between Groups
25
2
12.5
12.5
0.035071
9.552094
Within Groups
3
3
1
Total
28
5
The given data is suitable for ONE WAY ANOVA.
b) Since the p-value of the ANOVA = 0.035071 < 0.05 implies that methods do differ significantly.
c) Statistical model for the data is as follows;
Yij = + i + ij where Yij is the jth response in ith method, i=1,2,3 and j=1,2.
– common effect
i – effect due to ith method
ij – Random errors ~ N(0,2)
Parameter estimates:
– Combined Mean = 13
1= Combined Mean – Mean of 1st Method = 13-15.5 = -2.5
2= Combined Mean – Mean of 2st Method = 13-13 = 0
3= Combined Mean – Mean of 3st Method = 13-10.5 = 2.5
2 = 1
d) “Smaller time is better” then method C is better than others, because its average time is least = 10.5
e) Contrast to test H0: 1 + 2 =23 is T1+T2-2T3 = 0
Contrast to test H0: 1 = 2 is T1 - T2 = 0
f) These two contrasts are orthogonal because sum of product of their respective coefficient is ZERO.
ANOVA: Single Factor
SUMMARY
Groups
Count
Sum
Average
Variance
Method A
2
31
15.5
0.5
Method B
2
26
13
2
Method C
2
21
10.5
0.5
ANOVA
Source of Variation
SS
df
MS
F
P-value
F critical
Between Groups
25
2
12.5
12.5
0.035071
9.552094
Within Groups
3
3
1
Total
28
5
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