Question

In: Statistics and Probability

A social scientist would like to analyze the relationship between educational attainment (in years of higher...

A social scientist would like to analyze the relationship between educational attainment (in years of higher education) and annual salary (in $1,000s). He collects data on 20 individuals. A portion of the data is as follows:

Salary Education
40 3
53 4
38 0
Salary Education
40 3
53 4
80 6
42 2
70 5
50 4
110 8
38 0
42 3
55 4
85 6
40 2
70 5
60 4
140 8
40 0
75 5
65 4
125 8
38 0

a. Find the sample regression equation for the model: Salary = β0 + β1Education + ε. (Round answers to 2 decimal places.)

Salaryˆ=Salary^=    +   Education

b. Interpret the coefficient for Education.

  • As Education increases by 1 unit, an individual’s annual salary is predicted to increase by $8,590.

  • As Education increases by 1 unit, an individual’s annual salary is predicted to increase by $10,850.

  • As Education increases by 1 unit, an individual’s annual salary is predicted to decrease by $8,590.

  • As Education increases by 1 unit, an individual’s annual salary is predicted to decrease by $10,850.

c. What is the predicted salary for an individual who completed 7 years of higher education? (Round coefficient estimates to at least 4 decimal places and final answer to the nearest whole number.)

SalaryˆSalary^ = $

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