1. Each salesperson in a large department store chain is rated on their sales ability and their potential for advancement. The data for the 500 sampled salespeople are summarized in the following table.
Potential for Advancement |
||||
Sales Ability |
Fair |
Good |
Excellent |
|
Below Average |
16 |
12 |
22 |
|
Average |
45 |
60 |
45 |
|
Above Average |
93 |
72 |
135 |
|
a. What is the probability that a randomly selected salesperson has
above average sales ability?
b. What is the probability that a randomly selected salesperson has a good chance for advancement?
c. What is the probability that a randomly selected salesperson has average sales ability and a good chance for advancement?
d. What is the probability that a randomly selected salesperson has average sales ability or a good chance for advancement?
e. Ferris White has had great results over the past 6 months and is considered to have Above average sales ability. What is the probability that his potential for advancement is Excellent?
f. It Is known that the owner’s son has Excellent potential for advancement. What is the probability that he has below average sales ability?
g. Are the events Sales Ability and Potential for Advancement independent? Show the test.
Solution:
Given:The data for the 500 sampled salespeople are summarized in the following table.
Potential for Advancement | ||||
---|---|---|---|---|
Sales Ability | Fair | Good | Excellent | Total |
Below Average | 16 | 12 | 22 | 50 |
Average | 45 | 60 | 45 | 150 |
Above Average | 93 | 72 | 135 | 300 |
Total | 154 | 144 | 202 | N = 500 |
Part a. What is the probability that a randomly selected salesperson has above average sales ability?
P( above average sales ability ) =..............?
Let A = above average sales ability
thus
P(A) = Total of above average sales ability / N
P(A) = 300 / 500
P(A) = 0.6
Part b. What is the probability that a randomly selected salesperson has a good chance for advancement?
Let B = salesperson has a good chance for advancement
Thus
P(B) = Total of good chance for advancement / N
P(B) = 144 / 500
P(B) = 0.288
Part c. What is the probability that a randomly selected salesperson has average sales ability and a good chance for advancement?
P(salesperson has average sales ability and a good chance for advancement ) =..............?
Let C = average sales ability and B = salesperson has a good chance for advancement
Thus we have to find:
P( C and B ) = .........?
P( C and B ) = Number of salesperson has average sales ability and a good chance for advancement / N
P( C and B ) = 60 / 500
P( C and B ) = 0.12
Thus P(salesperson has average sales ability and a good chance for advancement ) = 0.12
Part d. What is the probability that a randomly selected salesperson has average sales ability or a good chance for advancement?
P( Salesperson has average sales ability or a good chance for advancement) = .........?
P( C or B) =.............?
Using addition rule of probability:
P(C or B) = P(C) + P(B) - P( C and B)
We have P(B) = 0.288 , P( C and B ) = 0.12
Now find
P(C) = P( average sales ability)
P(C) = Total of average sales ability / N
P(C) = 150 / 500
P(C) = 0.3
Thus we get:
P(C or B) = P(C) + P(B) - P( C and B)
P(C or B) = 0.3 + 0.288 - 0.12
P(C or B) = 0.468
P( Salesperson has average sales ability or a good chance for advancement) = 0.468
Part e. Ferris White has had great results over the past 6 months and is considered to have Above average sales ability. What is the probability that his potential for advancement is Excellent?
Let D = potential for advancement is Excellent and A = Above average sales ability
Thus we have to find:
P( potential for advancement is Excellent | have Above average sales ability) =..........?
P( D | A) =...........?
where
P( D and A) = Number of salesperson has above average sales ability and potential for advancement is Excellent / N
P( D and A) = 135 / 500
P( D and A) = 0.27
and we have:
P(A) = 0.6
Thus we get:
Part f. It Is known that the owner’s son has Excellent potential for advancement. What is the probability that he has below average sales ability?
Let E = Salesperson has below average sales ability
D = potential for advancement is Excellent
Find:
P( E | D) = ...........?
where
P( E and D) = Number of salesperson has below average sales ability and potential for advancement is Excellent / N
P( E and D) = 22 / 500
P( E and D) = 0.044
and
P(D) = P( potential for advancement is Excellent)
P(D) = Total of potential for advancement is Excellent / N
P(D) = 202 / 500
P(D) = 0.404
Thus
Part g. Are the events Sales Ability and Potential for Advancement independent? Show the test.
the events Sales Ability and Potential for Advancement are independent if following condition satisfied for each:
P( Sales Ability and Potential for Advancement ) = P( Sales Ability ) X P( Potential for Advancement )
Lets consider:
Sales Ability = average sales ability and Potential for Advancement = good chance for advancement
thus we have:
P( salesperson has average sales ability and a good chance for advancement ) = P( C and B) = 0.12
P(C) = P( average sales ability) = 0.3
P(B) =P(good chance for advancement) = 0.288
Thus find:
P(C) X P(B) = 0.3 X 0.288
P(C) X P(B) = 0.0864 which is not equal to P( C and B) = 0.12
Thus the events Sales Ability and Potential for Advancement are not independent.
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