Each month a brokerage house studies various companies and rates
each company’s stock as being either “low risk” or “moderate to
high risk.” In a recent report, the brokerage house summarized its
findings about 40 aerospace companies and 58 food retailers in the
following table:
Company Type | Low Risk | Moderate to High Risk |
Aerospace company | 25 | 15 |
Food retailer | 42 | 16 |
If we randomly select one of the total of 98 companies
(a) Find the probability that the company's
stock is moderate to high risk given that the firm is an aerospace
company. (Round your answer to 4 decimal
places.)
Probability
(b) Find the probability that the company's stock
is moderate to high risk given that the firm is a food retailer.
(Round your answer to 4 decimal places.)
Probability
(c) Determine if the company type is
independent of the level of risk of the firm's stock.
(Round your answers to 4 decimal places.)
Dependent. For two events to be independent, P(Aero | Low) =
P(Aero). P(Aero | Low) = but the P(Aero) = . They are
not equal.
Solution:
Given:
Company Type | Low Risk | Moderate to High Risk | Row Total |
Aerospace company | 25 | 15 | 40 |
Food retailer | 42 | 16 | 58 |
Column Totals | 67 | 31 | N = 98 |
Part a) Find the probability that the company's stock is moderate to high risk given that the firm is an aerospace company
Let A = the company's stock is moderate to high risk and B = the firm is an aerospace company
That is we have to find: P( A | B) = ...........?
Thus using conditional probability:
where
P( A and B) = Number of the company's stock is moderate to high risk and are from an aerospace company / N
Company Type | Low Risk | Moderate to High Risk | Row Total |
Aerospace company | 25 | 15 | 40 |
Food retailer | 42 | 16 | 58 |
Column Totals | 67 | 31 | N = 98 |
P( A and B) = 15 / 98
and
P(B) = Total of an aerospace company / N
P(B) = 40 / 98
Thus
Part b) Find the probability that the company's stock is moderate to high risk given that the firm is a food retailer
Let A = the company's stock is moderate to high risk and C = the firm is a food retailer
Thus we have to find: P( A | C) =.........?
Thus using conditional probability:
where
P( A and C) = Number of the company's stock is moderate to high risk and are from a food retailer / N
Company Type | Low Risk | Moderate to High Risk | Row Total |
Aerospace company | 25 | 15 | 40 |
Food retailer | 42 | 16 | 58 |
Column Totals | 67 | 31 | N = 98 |
P( A and C) = 16 / 98
and
P(C) = Total of a food retailer / N
P(C) = 58 / 98
Thus
Part c) Determine if the company type is independent of the level of risk of the firm's stock
For two events to be independent, P(Aero | Low) = P(Aero).
Lets find: P(Aero | Low) =..........? and P( Aero) =...........?
P(Aero | Low) = Number of the company's stock is from an aerospace company and is Low Risk / Total of Low Risk
Company Type | Low Risk | Moderate to High Risk | Row Total |
Aerospace company | 25 | 15 | 40 |
Food retailer | 42 | 16 | 58 |
Column Totals | 67 | 31 | N = 98 |
P(Aero | Low) = 25 / 67
P(Aero | Low) = 0.3731
and
P( Aero) = Total of an aerospace company / N
P( Aero) = 40 / 98
P( Aero) = 0.4082
Since P(Aero | Low) = 0.3731 which is not equal to P( Aero) = 0.4082,
the company type is not independent of the level of risk of the firm's stock.
That is : the company type is dependent of the level of risk of the firm's stock.
Each month a brokerage house studies various companies and rates each company’s stock as being either...
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