Question

In: Statistics and Probability

Open the Corn Yield dataset. There you see data recorded from an experiment to test 4...

  1. Open the Corn Yield dataset. There you see data recorded from an experiment to test 4 organic pesticide methods (wasps, nematodes, pepper spray, and bacteria) to see if they eradicate corn weevils better than a standard chemical pesticide (control). For each method, effectiveness is determined by the average weight in grams of corn that is yielded from a randomly selected ear of corn.
  1. Use Minitab to do an Anderson-Darling test on the Yields to determine if the normality assumption for a valid ANOVA can be considered to be met. What is your conclusion?
  2. Use Minitab to compute the sample standard deviations for the five groups. What is your conclusion about the ANOVA constant standard deviation assumption?
  3. Use Minitab to carry out a 1-way ANOVA for this data, with Tukey Comparisons. Based on this test (and assuming it to be valid), state your conclusions about these pesticide methods.
Method Yield
Control 86.19
Control 102.77
Control 88.37
Control 75.28
Control 89.3
Control 102
Control 105.17
Control 88.24
Control 83.39
Control 89.42
Control 100.13
Control 110.1
Wasps 103.12
Wasps 110.71
Wasps 95.2
Wasps 94.29
Wasps 87.58
Wasps 119.14
Wasps 102.52
Wasps 93.54
Wasps 86.95
Wasps 98.31
Wasps 105.37
Wasps 117.17
Nematodes 106.19
Nematodes 109.82
Nematodes 114.99
Nematodes 112.27
Nematodes 99.57
Nematodes 114.35
Nematodes 103.11
Nematodes 106.01
Nematodes 97.19
Nematodes 95.55
Nematodes 115.06
Nematodes 98.91
Bacteria 93.3
Bacteria 90.45
Bacteria 97.31
Bacteria 100.4
Bacteria 106.2
Bacteria 110.56
Bacteria 111.3
Bacteria 109.52
Bacteria 101.65
Bacteria 94.42
Bacteria 110.1
Bacteria 93.94
Pepper Spray 92.80936
Pepper Spray 86.69
Pepper Spray 101.1568
Pepper Spray 96.04139
Pepper Spray 100.2126
Pepper Spray 99.53069
Pepper Spray 104.079
Pepper Spray 97.14578
Pepper Spray 111.48
Pepper Spray 104.5611
Pepper Spray 94.44477
Pepper Spray 91.83284

Solutions

Expert Solution

a) The Result for Anderson Darling test is given in the Graph below

Here P.Value=0.875 which is greater then 0.05 level of significance hence we conclude that the data is normal.

b) The standard deviation of groups are as follow

Groups StDev
Bacteria 7.71
Control 10.4
Nematodes 7.22
Pepper 98.33
Wasps 10.57

we can use residual plot to check the constant variation assumption

Since the residuals are randomly distributed in the above residual plot. therefore we can conclude that the assumption of normality is met.

c) F test results are as follow

Source DF SS MS F P
Method 4 1052.2 263.1 3.5 0.013
Error 55 4133.8 75.2
Total 59 5186

Since p.value is less then 0.05 at 5% level of significance hence we conclude that pesticide methods are significant different.

Turkey test out put

Grouping Information Using Tukey Method

Method N Mean Grouping
Nematodes 12 106.085 A
Bacteria 12 101.596 A B
Wasps 12 101.158 A B
Pepper Spray 12 98.332 A B
Control 12 93.363 B

Means that do not share a letter are significantly different.


Tukey 95% Simultaneous Confidence Intervals
All Pairwise Comparisons among Levels of Method

Individual confidence level = 99.34%


Method = Bacteria subtracted from:

Method Lower Center Upper ---------+---------+---------+---------+
Control -18.218 -8.232 1.753 (-------*-------)
Nematodes -5.496 4.489 14.475 (--------*-------)
Pepper Spray -13.249 -3.264 6.722 (-------*--------)
Wasps -10.423 -0.437 9.548 (--------*-------)
---------+---------+---------+---------+
-12 0 12 24


Method = Control subtracted from:

Method Lower Center Upper ---------+---------+---------+---------+
Nematodes 2.736 12.722 22.707 (--------*-------)
Pepper Spray -5.017 4.969 14.954 (-------*-------)
Wasps -2.191 7.795 17.781 (-------*--------)
---------+---------+---------+---------+
-12 0 12 24


Method = Nematodes subtracted from:

Method Lower Center Upper ---------+---------+---------+---------+
Pepper Spray -17.739 -7.753 2.233 (--------*-------)
Wasps -14.912 -4.927 5.059 (-------*-------)
---------+---------+---------+---------+
-12 0 12 24


Method = Pepper Spray subtracted from:

Method Lower Center Upper ---------+---------+---------+---------+
Wasps -7.159 2.826 12.812 (-------*--------)
---------+---------+---------+---------+
-12 0 12 24


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