Question

In: Statistics and Probability

The following data describe a clinical trial of an allergy medication: Allergy Drug Placebo Control Total...

The following data describe a clinical trial of an allergy medication:
Allergy Drug Placebo Control Total
Improvement 65 42 31 138
No Improvement 55 58 49 162
Total 120 100 80 300
a. What is the probability that a randomly selected person in the study was given either the drug or the placebo?
b. What is the probability that a randomly selected person either improved or did not improve?
c. What is the probability that a randomly selected person either was given the drug or improved?
d. What is the probability that a randomly selected person was given the drug and improved?

Solutions

Expert Solution

Given Data is

Allergy Drug placebo control Total
improvement 65 42 31 138
NO Improvement 55 58 49 162
Total 120 100 80 300

Probability of an event = Number of times the event occurred / total number

a. What is the probability that a randomly selected person in the study was given either the drug or the placebo?

P(randomly selected person in the study was given either the drug or the placebo) = P(randomly selected person in the study was given the drug + P(randomly selected person in the study was given the placebo) - P(randomly selected person in the study was given either the drug AND the placebo)

P(randomly selected person in the study was given either the drug or the placebo) = ( 100/300 ) + (80 / 300) - 0/300 = 0.6

So , there is probability of 0.60 that a randomly selected person was given either the drug or the placebo.

b. What is the probability that a randomly selected person either improved or did not improve?

P(a randomly selected person either improved or did not improve) = P(a randomly selected person improved ) + P(a randomly selected person did not improve) - P(a randomly selected person either improved AND did not improve) = (138/300) + (162/300) - (0/300)= 1

Note since there are only two categories in this are either improved or not improved , thus the probability will have to be 1 as there is no other valid possibility other than a person improved or not improved

So , there is probability of 100% that a randomly selected person was either improved or not improved

c. What is the probability that a randomly selected person either was given the drug or improved?

P(a randomly selected person either was given the drug or improved) = P(that a randomly selected person either was given the drug) + P(that a randomly selected person either was improved) - P(a randomly selected person either was given the drug AND improved)

P(a randomly selected person either was given the drug or improved) = (120/300) + (138/300) - 65/300 = 0.6433

So , there is probability of 0.6433 that a randomly selected person either was given the drug or improved

d. What is the probability that a randomly selected person was given the drug and improved?

P( a randomly selected person was given the drug and improved ) = number of persons who were given drug AND they improved / Total Number of persons = 65/300

P( a randomly selected person was given the drug and improved ) = 0.216667

So , there is probability of 0.2166667 that a randomly selected person was given the drug and improved

ADDITIONAL EXPLANATION -

In the case of P( A or B ) , we will have to use the set theory that P(A or B ) = P( A union B ) = P(A) - P(B ) + P(A and B) as the common part in A and B was included twice , once while calculating P(A) and the other time by calculating P(B) , so it has to be deducted once to obtain the correct answer.


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