The Normal Distribution - SLC Home Page
The Normal Distribution - SLC Home Page
The Normal Distribution - SLC Home Page
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CEGEP CHAMPLAIN - ST. LAWRENCE<br />
201-510-LW: Business Statistics<br />
Patrice Camiré<br />
<strong>The</strong> <strong>Normal</strong> <strong>Distribution</strong><br />
1. If Z ∼ <strong>Normal</strong>(0, 1), find the following probabilities.<br />
(a) P (Z ≤ −0.5)<br />
(b) P (Z ≤ −1.68)<br />
(c) P (Z ≤ 2.03)<br />
(d) P (Z ≤ 1)<br />
(e) P (Z ≥ −0.72)<br />
(f) P (Z ≥ 3.05)<br />
(g) P (−0.11 ≤ Z ≤ 1.24)<br />
(h) P (−4 ≤ Z ≤ 0.62)<br />
(i) P (−0.33 ≤ Z ≤ 3.6)<br />
2. Let Z ∼ <strong>Normal</strong>(0, 1). State whether each equality is true or false. Justify.<br />
(a) P (−z ≤ Z ≤ z) = 2P (0 ≤ Z ≤ z) , for any z > 0.<br />
(b) P (Z ≤ −z) = P (Z ≥ z) , for any z > 0.<br />
3. In each case, find the value of z such that the given equality is satisfied.<br />
(a) P (Z ≤ z) = 0.67<br />
(b) P (Z ≥ z) = 0.9821<br />
(c) P (−z ≤ Z ≤ z) = 0.9<br />
(d) P (−z ≤ Z ≤ z) = 0.04<br />
4. In order to be accepted to a given private high school, a student must write an entry exam. Data has<br />
shown that the results are normally distributed with a mean of 72 and a standard deviation of 9. If<br />
only the top 10% of the students are accepted, what is the minimum score needed on the entry exam<br />
for a student to be accepted?<br />
5. (a) If X ∼ <strong>Normal</strong>(8, 3), then find P (X ≤ 7).<br />
(b) If X ∼ <strong>Normal</strong>(70, 12), then find P (X ≥ 80).<br />
(c) If X ∼ <strong>Normal</strong>(1, 4), then find P (0 ≤ X ≤ 2).<br />
(d) If X ∼ <strong>Normal</strong>(−3, 2.1), then find P (−3 ≤ X ≤ 0).<br />
6. In a large company, the age of an employee working in accounting is normally distributed with a mean<br />
of 45 years and a standard deviation of 10 years.<br />
(a) If an employee working in accounting is randomly selected, what is the probability that he/she is<br />
between 30 and 35 years old?<br />
(b) <strong>The</strong> oldest 20% of employees working in accounting are older than what age?<br />
(c) If 20 employees working in accounting are randomly selected, what is the probability that their<br />
mean age is less than 40?<br />
7. <strong>The</strong> score of a student on a test was found to be normally distributed with a mean of 75 and a standard<br />
deviation of 8. What is the probability that the average grade in a class of 30 students exceeds 70?<br />
8. According to Statistics Canada, the average weekly earnings of Quebecers was $784 in 2010. (Assume<br />
a normal distribution with a standard deviation of $100.) If you randomly select 50 workers in the<br />
province, what is the probability that their average weekly earnings are between $800 and $900?
9. In a large company, an employee works on average 40 hours a week with a standard deviation of 6<br />
hours. If 15 employees are selected at random, what is the probability that their mean weekly working<br />
hours is less than 38 hours? (Assume normality.)<br />
Answers<br />
1. (a) 0.3085<br />
(b) 0.0465<br />
(c) 0.9788<br />
(d) 0.8413<br />
(e) 0.7642<br />
(f) 0.0011<br />
(g) 0.4363<br />
(h) 0.7324<br />
(i) 0.6293<br />
2. Both equalities are true since the standard normal distribution is symmetric about 0.<br />
3. (a) z = 0.44<br />
(b) z = −2.1<br />
(c) z = 1.64 or z = 1.65<br />
(d) z = 0.05<br />
4. 84<br />
5. (a) 0.3707 (b) 0.2033 (c) 0.1974 (d) 0.4236<br />
6. (a) 0.0919<br />
(b) ≈ 53.4 years old<br />
(c) 0.0125<br />
7. 0.9997<br />
8. 0.1292<br />
9. 0.0985