Four catalysts that may affect the concentration of one component in a three-component liquid mixture are being investigated. The following concentrations are obtained from a completely randomized design.
Catalyst |
|||
1 |
2 |
3 |
4 |
58.2 |
56.3 |
50.1 |
52 |
57.7 |
54.5 |
54.2 |
49.9 |
58.4 |
57.0 |
55.4 |
50 |
55.8 |
55.3 |
51.7 |
|
54.9 |
(d) Write an appropriate statistical model with fixed effects.
(e) State clearly your null and alternative hypothesis. Perform ANOVA. What is your conclusion? You should be able to solve this question by hand with computational formula.
(f) Obtain the appropriate residual plots and comment on the plots.
(d)
Regression Equation
1 | = | 57.000 + 0.0 2_1 - 1.22 2_2 - 3.77 2_3 - 6.10 2_4 |
(e)
Null hypothesis | All means are equal |
Alternative hypothesis | Not all means are equal |
Significance level | α = 0.05 |
Equal variances were assumed for the analysis.
Factor Information
Factor | Levels | Values |
2 | 4 | 1, 2, 3, 4 |
Analysis of Variance
Source | DF | Adj SS | Adj MS | F-Value | P-Value |
2 | 3 | 94.38 | 31.461 | 11.63 | 0.001 |
Error | 12 | 32.47 | 2.706 | ||
Total | 15 | 126.86 |
Since the p-value (0.001) is less than the significance level (0.05), we can reject the null hypothesis.
Therefore, we can conclude that not all means are equal.
(f) The plot is:
The residuals are normally distributed.
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