Question

In: Statistics and Probability

We want to compare whether people give a higher taste rating to Ulker or Eti petit-beurre...

  1. We want to compare whether people give a higher taste rating to Ulker or Eti petit-beurre biscuits. A blind tasting is executed to avoid psychological effects, (i.e., subjects don't know the brand of the biscuits). Describe how to design a study involving independent samples and dependent samples.
  1. (15 pts.) Design involving independent samples
  2. (15 pts.) Design involving dependent samples

Solutions

Expert Solution

Let's call the two biscuit types as treatment A and B.

a. In order to draw independent samples, we need two groups. For that we can randomly select individuals for the two groups. Let's assume we have chosen n memebers for each of the groups. (there's no hard and fast rule that the group sizes must be equal. It's just for convinience)

-Give all the subjects in first group, the treatment A (in a blind fashion, so that they don't know which biscuit they are exactly eating). Record their responses: X1,...,Xn

-Do the same with the subjects in the second group, with treatment B. Let the responses be Y1,...,Yn

We can assume:

and that the two samples are independent.

Now we can test Vs. an alternative of your choice using an independent samples t-test.

b. For a dependent sample.

Select n individuals randomly and give the two biscuits to each of them (without telling them, which one is what).

Thus, each individual gives two scores, to treatment A and B respectively. Let the scores be (X,Y)

Thus, we have n iid paired observations: (X1,Y1),...,(Xn,Yn) (paired as the two responses come from the same individual.)

We can assume that

Now we can test Vs. an alternative of our choice using a paired sample t-test.


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