In: Statistics and Probability
PART I
Suppose that the mean and standard deviation of the scores on a statistics exam are 78 and 6.11, respectively, and are approximately normally distributed. Calculate the proportion of scores above 74.
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PART II
When students use the bus from their dorms, they have an average commute time of 9.969 minutes with standard deviation 3.9103 minutes. Approximately 27.23% of students reported a commute time greater than how many minutes? Assume the distribution is approximately normal.
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PART III
When students use the bus from their dorms, they have an average commute time of 9.945 minutes with standard deviation 3.2476 minutes. Approximately 42.21% of students reported a commute time less than how many minutes? Assume the distribution is approximately normal.
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Answer :
Part I:
Suppose that the mean and standard deviation of the scores on a statistics exam are 78 and 6.11, respectively, and are approximately normally distributed. Calculate the proportion of scores above 74.
Given mean, μ = 78
Standard deviation, σ = 6.11
The proportion of score above 74 is
P(X > x) = P[(X - μ)/σ > (74-78)/6.11]
P(X > 74) = P(Z > -0.655)
= 1 - P(Z< 0.655)
= 1 - 0.2546
= 0.7454
As,0.7454 is nearest to the 0.7437
Therefore, proportion of score above 74 is 0.7454
Therefore, the option 5 is correct answer.
Part II :
When students use the bus from their dorms, they have an average commute time of 9.969 minutes with standard deviation 3.9103 minutes. Approximately 27.23% of students reported a commute time greater than how many minutes?
Given,
Average time,μ = 9.969
Standard deviation, σ = 3.9103
P(Z > z) = 27.23%
1 - P(Z < z) = 0.2723
P( Z < z) = 1- 0.2723
= 0.7277
Z = 0.61 (from cumulative probability of standard normal distribution table)
From Z score formula,
X =Zσ +μ
= -0.61 * 3.9103 + 9.969
= 7.58
~ 7.6
Therefore, approximately 27.23 % of students report a commute time greater than 7.6 minutes.
Therefore, the option 5 is correct answer.
Part III:
Given,
Average time,μ = 9.945
Standard deviation, σ = 3.2476
P(X < x) = 0.4221
P(Z < z) = 0.4221
z = -0.20
X = mean + z* sd = 9.945 -0.20 * 3.2476
= 9.2955
~ 9.30
Therefore, approximately 42.21% of students reported a commit time less than 9.30 minutes.
Therefore, the option 4 is correct answer.