Question

In: Statistics and Probability

A sunscreen company is attempting to improve upon their formula so that it lasts in water...

A sunscreen company is attempting to improve upon their formula so that it lasts in water longer. They have 4 lead scientists who each came up with a different formulas. In order to see if there is a difference in the time the sunscreen lasts the CEO collects a random sample of each of the four sunscreens the data is shown below. Test the claim that at least one sunscreen has a different lifespan in water at a 0.10 level of significance.

Sunscreen A Sunscreen B Sunscreen C Sunscreen D
51 69 37 79
44 36 52 55
89 48 66 62
64 72 61 81
48 32 48 59
63 66 35 80

The hypotheses for this ANOVA test would be:

H0:μA=μB=μC=μDH0:μA=μB=μC=μD

HA:HA: At least one mean is different. (claim)

α=0.10α=0.10

Complete the ANOVA table below: (round answers to 3 decimal places)

SS df MS F p-value
Between
Within

The decision of the test is to:

  • do not reject H0H0
  • reject H0H0

The final conclusion is:

  • There is not enough evidence to reject the claim that at least one sunscreen lasts a different amount of time.
  • There is enough evidence to support the claim that at least one sunscreen lasts a different amount of time.
  • There is not enough evidence to support the claim that at least one sunscreen lasts a different amount of time.
  • There is enough evidence to reject the claim that at least one sunscreen lasts a different amount of time.

Solutions

Expert Solution

Solution:

We can use the excel data analysis tool to find the answers to the given questions. The excel output is given below:

Anova: Single Factor
SUMMARY
Groups Count Sum Average Variance
Sunscreen A 6 359 59.83333333 269.3666667
Sunscreen B 6 323 53.83333333 307.3666667
Sunscreen C 6 299 49.83333333 155.7666667
Sunscreen D 6 416 69.33333333 141.8666667
ANOVA
Source of Variation SS df MS F P-value F crit
Between Groups 1294.125 3 431.375 1.973428386 0.150449036 2.380087057
Within Groups 4371.833333 20 218.5916667
Total 5665.958333 23

The hypotheses for this ANOVA test would be:

HA: At least one mean is different. (claim)

Complete the ANOVA table below: (round answers to 3 decimal places)

Source of Variation SS df MS F P-value
Between 1294.125 3 431.375 1.973 0.150
Within 4371.833 20 218.592

The decision of the test is to:

Answer: do not reject H0

The final conclusion is:

There is not enough evidence to support the claim that at least one sunscreen lasts a different amount of time.


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