Question

In: Statistics and Probability

To study the effect of temperature on yield in a chemical process, five batches were produced...

To study the effect of temperature on yield in a chemical process, five batches were produced at each of three temperature levels. The results follow.

Temperature

50°C 60°C 70°C
31 35 28
21 36 33
33 39 33
36 28 35
29 32 36

a. Construct an analysis of variance table (to 2 decimals but p-value to 4 decimals, if necessary).

Source of Variation Sum of Squares Degrees of Freedom Mean Square F p-value
Treatments
Error
Total

b. Use a  level of significance to test whether the temperature level has an effect on the mean yield of the process.

Calculate the value of the test statistic (to 2 decimals).

The -value is - Select your answer

-less than .01between .01 and .025between .025 and .05between .05 and .10greater than .10Item 12

What is your conclusion?

- Select your answer

-Conclude that the mean yields for the three temperatures are not all equalDo not reject the assumption that the mean yields for the three temperatures are equalItem 13


Solutions

Expert Solution

a)

Answer:

Source of Variation Sum of Squares Degrees of Freedom Mean Square F    P-value
Treatments 43.33 2 21.67 1.10 0.3637
Error 236 12 19.67 . .
Total 279.33 14 . . .

Explanation:

The one way ANOVA analysis is performed in excel by following these steps,

Step 1: Write the data values in excel. The screenshot is shown below

Step 2: DATA > Data Analysis > ANOVA: Single Factor > OK.  The screenshot is shown below,

Step 3: Select Input Range: All the data values column. The screenshot is shown below,

The result is obtained.  The screenshot is shown below,

b)

Answer:

F-value = 1.10

The P-value is greater than 0.10

Do not reject the assumption that the mean yields for the three temperatures are equal

Explanation:

A single factor ANOVA is used in excel to test the null hypothesis that all the means are equal. The hypothesis is defined as,

Null Hypothesis:  All the group means are equal,  

Alternative Hypothesis: At least one group mean differ significantly.

From the ANOVA table obtained in part a,

The F-value = 1.101695

The P-value = 0.363693

Since the P-value is greater than 0.10, the null hypothesis is not rejected at a 1% significance level. Hence there is not sufficient evidence to conclude that the group means are different.


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