Question

In: Statistics and Probability

A company has just built a new factory to manufacture their widgets with a method they...

A company has just built a new factory to manufacture their widgets with a method they believe should be more efficient than their old method on a daily basis. To compare they recorded the number of widgets produced by the old factory for the last 8 days before it was shutdown and the first 9 days of the new factory's production. The company has reason to believe that daily production of widgets does not follow the normal distribution and have requested the use of the Wilcoxon rank sum test.

New Factory: Old Factory:
275 280
228 219
238 267
314 255
238 240
295 297
246 293
251 265
297

What would be the correct hypothesis test assuming that μ1 is the mean number produced by the old factory and μ2 is the mean number produced by the new factory?


H0: μ1 = μ2 vs. Ha: μ1 ≠ μ2
H0: μ1 = μ2 vs. Ha: μ1 > μ2
H0: μ1 > μ2 vs. Ha: μ1 = μ2
H0: μ1 = μ2 vs. Ha: μ1 < μ2

What rank should the value 267 from the old factory data have?

Calculate μW.   and Calculate the test statistic W

What is the approximate p value? (Hint: treat W as normally distributed)

Solutions

Expert Solution

H0: μ1 = μ2 vs. Ha: μ1 < μ2

........

Trt A Trt B rank for sample 1 rank for sample 2
280 275 12 11
219 228 1 2
267 238 10 3.5
255 314 8 17
240 238 5 3.5
297 295 15.5 14
293 246 13 6
265 251 9 7
297 15.5

10th rank should the value 267 from the old factory data have

..........

Trt A      
sample size ,    n1 =    8
sum of ranks ,    R1 =    73.5
      
Trt B      
sample size ,    n2 =    9
sum of ranks ,   R2 =    79.5
      
W=sum of ranks for smaller sample size =       73.5
      

mean ,µ =    n1(n1+n2+1)/2 =    72
      
std dev,σ =    √(n1*n2*(n1+n2+1)/12) =   10.3923
      
Z-stat =    (W - µ)/σ =    0.1443
      
      
P-value =      0.4426

.............

Please let me know in case of any doubt.

Thanks in advance!


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