In: Statistics and Probability
Suppose a random variable X is normally distributed with mean 69.8 and standard deviation 8. Answer the following questions:
P(55.40 < X < 74.60) = [round to 4 decimal places]
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P(X ≤ 62.60) = [round to 4 decimal places]
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P(X = 74.60) = [round to 4 decimal places]
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Suppose a is such that: P(X ≤ a) = 0.51. Then a = [round to 2 decimal places]
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What is the IQR (inter-quartle range) of X? [round to 2 decimal places]
Solution:
We are given
µ = 69.8
σ = 8
Question 1
We have to find P(55.40 < X < 74.60) =
P(55.40 < X < 74.60) = P(X<74.60) – P(X<55.40)
First find P(X<74.60)
Z = (X - µ)/σ
Z = (74.60 - 69.8)/8
Z = 0.6
P(Z<0.6) = P(X<74.60) = 0.725747
(by using z-table)
Now find P(X<55.40)
Z = (X - µ)/σ
Z = (55.40 - 69.8)/8
Z = -1.8
P(Z< -1.8) = P(X<55.40) = 0.03593
(by using z-table)
P(55.40 < X < 74.60) = P(X<74.60) – P(X<55.40)
P(55.40 < X < 74.60) = 0.725747 - 0.03593
P(55.40 < X < 74.60) = 0.689817
Required probability = 0.6898
Question 2
Here, we have to find P(X≤62.60)
Z = (X - µ)/σ
Z = (62.60 - 69.8)/8
Z = -0.9
P(Z< -0.9) = P(X≤62.60) = 0.18406
(by using z-table)
Required probability = 0.1841
Question 3
P(X=74.60) = P(X<74.60+0.5) - P(X<74.60 - 0.5) (by using continuity correction)
P(X=74.60) = P(X<75.10) – P(X<74.10)
Z = (X - µ)/σ
Z = (75.10 - 69.8)/8
Z =0.6625
P(Z<0.6625) = P(X<75.10) = 0.746175
(by using z-table)
Z = (X - µ)/σ
Z = (74.10 - 69.8)/8
Z =0.5375
P(Z<0.5375) = P(X<74.10) = 0.704539
(by using z-table)
P(X=74.60) = 0.746175 - 0.704539
P(X=74.60) = 0.041636
Required probability = 0.0416
Question 4
P(X≤a) = 0.51
So, Z = 0.025069
(by using z-table)
a = µ + Z*σ
a = 69.8 + 0.025069*8
a = 70.00055
a = 70.00
Question 5
IQR = Q3 – Q1
Z for Q3 = 0.67449
Z for Q1 = -0.67449
Q3 = µ + Z*σ = 69.8 + 0.67449*8 = 75.19592
Q1 = µ + Z*σ = 69.8 - 0.67449*8 = 64.40408
IQR = Q3 – Q1
IQR = 75.19592 - 64.40408
IQR = 10.79184
IQR = 10.79