The following data was reported on total Fe for four types of iron formation (1 = carbonate, 2 = silicate, 3 = magnetite, 4 = hematite).
1: | 21.0 | 28.1 | 27.8 | 27.0 | 28.0 | 25.2 | 25.3 | 27.1 | 20.5 | 31.1 |
2: | 26.7 | 24.0 | 26.2 | 20.2 | 23.7 | 34.0 | 17.1 | 26.8 | 23.7 | 24.8 |
3: | 30.1 | 34.0 | 27.5 | 29.4 | 28.4 | 26.2 | 29.9 | 29.5 | 30.0 | 36.1 |
4: | 36.4 | 44.2 | 34.1 | 30.3 | 31.9 | 33.1 | 34.1 | 32.9 | 36.3 | 25.7 |
Carry out an analysis of variance F test at significance level 0.01. State the appropriate hypotheses.
a) H0: μ1 =
μ2 = μ3 =
μ4
Ha: all four μi's
are unequal
b) H0: μ1 ≠
μ2 ≠ μ3 ≠
μ4
Ha: all four μi's
are equal
c) H0: μ1 =
μ2 = μ3 =
μ4
Ha: at least two
μi's are unequal
d) H0: μ1 ≠
μ2 ≠ μ3 ≠
μ4
Ha: at least two
μi's are equal
Summarize the results in an ANOVA table. (Round your answers two
decimal places.)
Source | df | Sum of Squares |
Mean Squares |
f |
---|---|---|---|---|
Treatments | ||||
Error | ||||
Total |
Give the test statistic. (Round your answer to two decimal
places.)
f =
What can be said about the P-value for the test?
a) P-value > 0.100
b) 0.050 < P-value < 0.100
c) 0.010 < P-value < 0.050
d) 0.001 < P-value < 0.010
e) P-value < 0.001
State the conclusion in the problem context.
a) Reject H0. There is insufficient evidence to conclude that the total Fe differs for the four formations.
b) Fail to reject H0. There is insufficient evidence to conclude that the total Fe differs for the four formations.
c) Reject H0. There is sufficient evidence to conclude that the total Fe differs for at least two of the four formations.
d) Fail to reject H0. There is sufficient evidence to conclude that the total Fe differs for at least two of the four formations.
The statistical software output for this problem is:
Hence,
Hypotheses: Option C is correct.
ANOVA table:
Source | df | Sum of Squares |
Mean Squares |
f |
---|---|---|---|---|
Treatments | 3 | 515.76 | 171.92 | 11.16 |
Error | 36 | 554.77 | 15.410 | |
Total | 39 | 1070.54 |
Test statistic = 11.16
P-value < 0.001
Conclusion: Option C is correct.
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