Question

In: Statistics and Probability

Wenton Powersports produces dune buggies. They have three assembly lines, “Razor,” “Blazer,” and “Tracer,” named after...

Wenton Powersports produces dune buggies. They have three assembly lines, “Razor,” “Blazer,” and “Tracer,” named after the particular dune buggy models produced on those lines. Each assembly line was originally designed using the same target production rate. However, over the years, various changes have been made to the lines. Accordingly, management wishes to determine whether the assembly lines are still operating at the same average hourly production rate. Production data (in dune buggies/hour) for the last eight hours are as follows. (You may find it useful to reference the F table.)

Razor Blazer Tracer
12 10 9
11 8 9
9 11 10
10 9 9
9 11 8
9 10 7
13 11 8
11 8 9

a. Specify the competing hypotheses to test whether there are some differences in the mean production rates across the three assembly lines.

  • H0: μRazor = μBlazer = μTracer. HA: Not all population means are equal.

  • H0: μRazorμBlazerμTracer. HA: Not all population means are equal.

  • H0: μRazorμBlazerμTracer. HA: Not all population means are equal.

b-1. Construct an ANOVA table. Assume production rates are normally distributed. (Round intermediate calculations to at least 4 decimal places. Round "SS" to 2 decimal places, "MS", "p-value" to 4 decimal places, and "F" to 3 decimal places.)

ANOVA
Source of Variation SS df MS F p-value F crit
Between Groups
Within Groups
Total


b-2. At the 5% significance level, what is the conclusion to the test?

(Reject, Do not reject) HO, we (can, cannot) conclude that the mean buggies/hour differ for some production lines.

b-3. What about the 10% significance level?

(Reject, Do not reject) HO, we (can, cannot) conclude that the mean buggies/hour differ for some production lines.

Solutions

Expert Solution

Given :

Production data (in dune buggies/hour) for the last eight hours are as follows.

Razor Blazer Tracer
12 10 9
11 8 9
9 11 10
10 9 9
9 11 8
9 10 7
13 11 8
11 8 9

a) Hypothesis test :

The null and alternative hypothesis is

H0: μRazor = μBlazer = μTracer.

HA: Not all population means are equal.

b-1) Data summary :

Using software

Groups N Mean Std.Dev Std error
1 8 10.5 1.5119 0.5345
2 8 9.75 1.2817 0.4532
3 8 8.625 0.9161 0.3239

ANOVA table :

Source df SS MS F P-VALUE
Between groups k-1= 3-1 =2 14.25 SSB/df1 = 7.1250 SSB/SSW = 4.483 0.0239
Within Groups N-k = 24-3 = 21 33.37 SSW/df2 = 1.5893
Total 23 47.62

b-2) Since P-value is less than significance level 0.05, we reject the null hypothesis.

Conclusion : At 5% significance level, reject Ho. We can conclude that the mean buggies/hour differ for some production lines.

b-3) Since P-value is less than significance level 0.10, we reject the null hypothesis.

Conclusion : At 10% significance level, reject Ho. We can conclude that the mean buggies/hour differ for some production lines.


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