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Marcella takes a shower every morning when she gets up. Her time in the shower varies according to a Normal distribution with mean 4.5minutes and standard deviation 0.9minutes.

a. Find the probability that Marcella’s shower lasts between 3and 6minutes on a randomly selected day.

b. If Marcella took a 7minute shower, would it be classified as an outlier by the 1.5IQRrule? Justify your answer.

c. Suppose we choose 10days at random and record the length of Marcella’s shower each day. What’s the probability that her shower time is 7minutes or greater on at least 2of the days?

d. Find the probability that the mean length of her shower times on these 10 days exceeds5 minutes.

Short Answer

Expert verified

(a) The probability is 0.9050.

(b) The 7-minute shower would be classed as an exception because 2.78is higher than 2.68

(c) The probability is 0.000323

(d) The probability that the mean length of her shower times is0.0392.

Step by step solution

01

Part (a) Step 1: Given information

The given normal distribution has

Mean=4.5min

Standard deviation=0.9min

02

Part (a) Step 2: Explanation

The formula to find probability is

z=x-μσ

Let Xbe the length of the researcher's shower on a randomly chosen day, with a mean of 4.5minutes and a standard and standard deviation of 0.9minutes.

Finding the z-value for the P(3<X<6)

Identifying the normal probability and associating them

zl=3-4.50.9

=-1.67pl=0.0475

zu=6-4.50.9=1.67⇒pu=0.9525

To find the probability, find the difference in probabilities:

pu-pl=0.9525-0.0475=0.9050

03

Part (b) Step 1: Given information

The given normal distribution has

Mean=4.5min

Standard deviation=0.9min

04

Part (b) Step 2: Explanation

The formula used is

z=x-μσ

25thpercentile Q1

Finding the z-score that corresponds to a probability of 0.25in the normal probability table, it is discovered that the nearest probability is 0.2154, which is located in the row -0.6and column 0.07of the normal probability table, and so the corresponding z-score is

=-0.6+0.07=-0.67

75thpercentileQ3

Finding the z-score that corresponds to a probability of 0.75in the normal probability table, it is discovered that the nearest probability is 0.7486, which is found in the row 0.6and column 0.07of the normal probability table, and thus the corresponding z-score is

=0.6+0.07=0.67

The inter quartile range IQRis

IQR=Q3-Q1=0.67-(-0.67)=1.34

Outliers are

Q3+1.5IQR=0.67+1.5(1.34)=2.68Q1-1.5IQR=-0.67-1.5(134)=-2.68

All z-scores that are below -2.68or over 2.68are considered outliers.

The z-score is a measure of how well something works.

z=7-4.50.9=2.78

The 7-minute shower would be classed as an exception because 2.78 is higher than2.68

05

Part (c) Step 1: Given information

The given normal distribution has

Mean=4.5min

Standard deviation=0.9min

06

Part (c) Step 2: Explanation

The formula is z=x-μσ

The multiplication and complement rules are

P(AandB)=P(A)×P(B)P(notA)=1-P(A)

From part (b) the z-score is 2.78

P(X>7)=P(Z>2.78)=P(Z<-2.78)=0.0027

P(X≤7)=P(Z<2.78)=0.9973

Applying the rule

P(Atleast2of10days>7)=1-P(0of10days>7)-P(1of10days>7)

=1-0.997310-10×0.99739×0.0027=0.000323

07

Part (d) Step 1: Given information

The given normal distribution has

Mean=4.5min

Standard deviation=0.9min

08

Part (d) Step 2: Explanation

Here the formula used is

z=x-μσ/n

The z-score is

=5-4.50.9/10=1.76

Then the associating probability is

P(X>5)=P(Z>1.76)=P(Z<-1.76)=0.0392

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