Show work! Suppose we have the following joint probability based on historical o
ID: 3327227 • Letter: S
Question
Show work!
Suppose we have the following joint probability based on historical observation of interest rate changes and whether or not the economy is in a recession:
In A Not In A
Recession Recession | Total
__________________________________________|______________
|
Interest Rates Rise 0.02 0.58 | 0.60
|
Interest Rates Do 0.02 0.08 | 0.10
Not Change |
|
Interest Rates Fall 0.06 0.24 | 0.30
__________________________________________|______________
|
Total 0.10 0.90 | 1.00
Question 1: What is the probability that we will be in a recession and interest rates will fall in any given year?
Question 2: What is the probability that interest rates will fall in any given year?
Question 3: What is the probability that we will be in a recession in any given year?
Question 4: What is the probability that interest rates will fall given that we are in a recession?
Question 5: What is the probability that interest rates will rise given that we are not in a recession?
Question 6: Are interest rate changes and recessions independent events (yes or no)?
Question 7: Support your answer to Question 52 in one sentence.
Explanation / Answer
Question 1:
Probability that we will be in a recession and interest rates will fall in any given year = 0.06 ( directly from the given table )
Question 2:
Probability that interest rates will fall in any given year= 0.30 ( directly from the given table )
Note that we used the total column here .
Question 3:
Probability that we will be in a recession in any given year = 0.1 ( directly from the given table )
Note that we used the total row here.
Question 4:
Probability that interest rates will fall given that we are in a recession is computed using bayes theorem as:
P ( interest rates fall | recession ) = P( interest rate fall and recession ) / P( recession ) = 0.06 / 0.1 = 0.6
Therefore 0.6 is the required probability here.
Question 5:
Probability that interest rates will rise given that we are not in a recession is computed using bayes theorem as:
P( rise | not in recession ) = P( rise and not in recession ) / P( not in recession ) = 0.58 / 0.9 = 0.6444
Therefore 0.6444 is the required probability here.
Question 6:
P( Interest Rates Rise) P( in recession ) = 0.6*0.1 = 0.06
but P( Interest Rates Rise and in recession ) = 0.02 which is not equal to P( Interest Rates Rise) P( in recession )
Therefore the two events are not independent here.
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