Exhibit 4-1 . A large data set on Toledo workers was collected and the first thr
ID: 3180904 • Letter: E
Question
Exhibit 4-1. A large data set on Toledo workers was collected and the first three workers are characterized by
Worker
Age
Hourly Wage
Female
Union
High School
1
33
$20
0
0
1
2
30
$24
0
1
1
3
36
$16
1
0
0
where Female=1 if a worker is a female Female=0 otherwise
Union=1 if a worker belongs to a union Union=0 otherwise
High school=1 if a worker has a high school degree High school=0 otherwise
For the entire data set the average age is 32, the standard deviation of the age is 8, the average hourly wage is $18, and the standard deviation of the hourly wage is $5
Refer to Exhibit 4-1. What is the matching coefficient for Workers 1 and 3 based on Female, Union, and High School?
1
1/3
2/3
0
Question 15
Refer to Exhibit 4-1. What is Jaccard’s coefficient for Workers 2 and 3 based on Female, Union, and High School?
1/3
2/3
1/2
0
Thank you for all of your help.
Worker
Age
Hourly Wage
Female
Union
High School
1
33
$20
0
0
1
2
30
$24
0
1
1
3
36
$16
1
0
0
Explanation / Answer
Question 14 Refer to Exhibit 4-1. What is the matching coefficient for Workers 1 and 3 based on Female, Union, and High School?
we can see that worker 1 is male(0), doesn't belong to union(0) and has a high school degree(1). For worker 2 , we can say that she is a female (1), doesn't belong to union (0) and doesn't has a high school degree(0) .
So, Matching coefficient = Number of matching attributes/ No. of total attributes
= (M00 + M11)/(M00 + M10 + M01 + M11)
where:
M11 is the total number of attributes where A and B both have a value of 1.
M01 is the total number of attributes where the attribute of A is 0 and the attribute of B is 1.
M10 is the total number of attributes where the attribute of A is 1 and the attribute of B is 0.
M00 is the total number of attributes where A and B both have a value of 0.
Here M00 = 1 , M10 = 1 , M01 =1 M11 = 0 [ Here A and B are worker 1 and worker 3]
So Matching Coeffienct = 1/ ( 1+ 1 + 1) = 1/3 [ Option B]
Question 15 Refer to Exhibit 4-1. What is Jaccard’s coefficient for Workers 2 and 3 based on Female, Union, and High School?
we can see that worker 2 is male(0), belong to union(1) and has a high school degree(1). For worker 2 , we can say that she is a female (1), doesn't belong to union (0) and doesn't has a high school degree(0) .
So, Jacckard Coefficnet = Number of matching attributes/ No. of total attributes
= (M11)/(M10 + M01 + M11)
where:
M11 is the total number of attributes where A and B both have a value of 1.
M01 is the total number of attributes where the attribute of A is 0 and the attribute of B is 1.
M10 is the total number of attributes where the attribute of A is 1 and the attribute of B is 0.
Here M10 = 2 , M01 =1 M11 = 0 [ Here A and B are worker 1 and worker 3]
So Matching Coeffienct = 0/ ( 2+ 1 + 0) = 0 [ option D ]
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