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
33 29 27
23 30 32
35 33 32
38 22 34
31 26 35
  1. Construct an analysis of variance table (to 2 decimals, if necessary). Round p-value to four decimal places.
    Source of Variation Sum of Squares Degrees of Freedom Mean Square F p-value
    Treatments
    Error
    Total

  2. Use a .05 level of significance to test whether the temperature level has an effect on the mean yield of the process.

Solutions

Expert Solution

treatment A B C
count, ni = 5 5 5
mean , x̅ i = 32.000 28.00 32.000
std. dev., si = 5.657 4.183 3.082
sample variances, si^2 = 32.000 17.500 9.500
total sum 160 140 160 460 (grand sum)
grand mean , x̅̅ = Σni*x̅i/Σni =   30.67
square of deviation of sample mean from grand mean,( x̅ - x̅̅)² 1.778 7.111 1.778
TOTAL
SS(between)= SSB = Σn( x̅ - x̅̅)² = 8.889 35.556 8.889 53.33333333
SS(within ) = SSW = Σ(n-1)s² = 128.000 70.000 38.000 236.0000

no. of treatment , k =   3
df between = k-1 =    2
N = Σn =   15
df within = N-k =   12
  
mean square between groups , MSB = SSB/k-1 =    26.6667
  
mean square within groups , MSW = SSW/N-k =    19.6667
  
F-stat = MSB/MSW =    1.3559

ANOVA
Source of Variation SS df MS F P-value F crit
Between Groups 53.33 2 26.67 1.36 0.2945 3.89
Within Groups 236.00 12 19.67
Total 289.33 14

b)

   Decision:   p-value>α , do not reject null hypothesis    
there is no enough evidence that  the temperature level has an effect on the mean yield of the process.


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