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
35 30 23
24 31 29
36 33 27
40 22 31
25 29 35

Construct an analysis of variance table. (Round your values for MSE and F to two decimal places, and your p-value to four decimal places.)

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

Use a 0.05 level of significance to test whether the temperature level has an effect on the mean yield of the process.

State the null and alternative hypotheses.

H0: μ50°Cμ60°Cμ70°C
Ha: μ50°C = μ60°C = μ70°CH0: μ50°C = μ60°C = μ70°C
Ha: μ50°Cμ60°Cμ70°C    H0: μ50°C = μ60°C = μ70°C
Ha: Not all the population means are equal.H0: At least two of the population means are equal.
Ha: At least two of the population means are different.H0: Not all the population means are equal.
Ha: μ50°C = μ60°C = μ70°C

Find the value of the test statistic. (Round your answer to two decimal places.)

Find the p-value. (Round your answer to four decimal places.)

p-value =

State your conclusion.

Reject H0. There is sufficient evidence to conclude that the mean yields for the three temperatures are not equal.Reject H0. There is not sufficient evidence to conclude that the mean yields for the three temperatures are not equal.    Do not reject H0. There is not sufficient evidence to conclude that the mean yields for the three temperatures are not equal.Do not reject H0. There is sufficient evidence to conclude that the mean yields for the three temperatures are not equal.

Solutions

Expert Solution

(a)

Analysis of Variance Table is constructed as follows:

Source of Variation Sum of Squares Degrees of Freedom Mean Square F p - value
Treatments 30 2 30/2=15.00 15.00/29.33 = 0.51 0.6122
Error 352 12 352/12=29.33
Total 382 14

Explanation:
The ntries in the Analysis of Variance Table are got as follows:

From the given data, the following Table is calculated:

500 C 600 C 700 C
n 5 5 5
Sum 160 145 145
Mean 32 29 29
5322 4375 4285
Std. Dev. 7.100 .4.183 4.472
SS 202 70 80

F = 15.00/29.33 = 0.51

By Technology, p - value = 0.6122

(b)

Correct option:

Ha: μ50°C ≠ μ60°C ≠ μ70°C    H0: μ50°C = μ60°C = μ70°C

(c)

the value of the test statistic. is given by:

F = 15.00/29.33 = 0.51

(d)

p - value = 0.6122

(e)

Correct option:

Do not reject H0. There is not sufficient evidence to conclude that the mean yields for the three temperatures are not equal.


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