Question

In: Statistics and Probability

In an experiment to investigate the performance of four different brands of spark plugs intended for...

In an experiment to investigate the performance of four different brands of spark plugs intended for use on a 125-cc motorcycle, five plugs of each brand were tested, and the number of miles (at a constant speed) until failure was observed. A partially completed ANOVA table is given.

Fill in the missing entries, and test the relevant hypotheses using a .05 level of significance. (Give the answer to two decimal places.)

Source of
Variation
df Sum of
Squares
Mean
Square
F
Treatments 1 2 3 4
Error 5 236682.04 6
Total 7 313520.78

Solutions

Expert Solution

SOLUTION:

The hypothesis in this case would be:

H0: There is no significant difference between the four different brands of spark plugs

against H1: not H0

Five plugs of each of the 4 different brands of spark plugs were tested.

So we have 20 observatons. Thus, n = 20.

  • Thus total df will be n-1 = 19
  • The treatments are the brands of spark plugs. Thus there are 4 treatments. Hence treatment df = 4-1 = 3
  • Error df = Total df - treatment df = 19 - 3 = 16

Total sum of squares = 313520.78 and error sum of squares = 236682.04

Thus, treatment sum of squares = total sum of squares - error sum of squares

  • Treatment sum of squares = 313520.78 - 236682.04 = 76838.74
  • Mean Squares for treatments = Treatments sum of squares / Treatment df = 76838.74 / 3 = 25612.91
  • Mean Squares for error = error sum of squares / error df = 236682.04 / 16 = 14792.63
  • F-Ratio will be : Mean Squares for treatments / Mean Squares for error = 25612.91 / 14792.63 = 1.73

Thus the completed table looks like:

Source of Variation df Sum of Squares Mean Square F - Ratio
Treatments 3 76838.74 25612.91 1.73
Error 16 236682.04 14792.63 -
Total 19 313520.78 - -

The critical value is F3, 16 for 0.05 level of significance is 3.007

Since the calculated F-Ratio is less than the critical vale, we have insufficient evidence to reject H0 at 5% level of significance,

CONCLUSION:There is no significant difference between the four different brands of spark plugs.


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