Question: Question 1. A simple linear regression model for marks (Yi) and the hours of study (Xi) is as follows: Yi =0 +1 Xi +ei where

Question 1.

A simple linear regression model for marks (Yi) and the hours of study (Xi) is as follows: Yi =0 +1 Xi +ei

where 0 and 1 are unknown parameters, and ei is the disturbance term. The regression results are:

Regression Statistics___________

Coefficient

Standard error

t Stat

p-value

Intercept

50

2.00

A

0.01

Study hours

B

0.50

4

0.05

R Square Standard error Observations

0.8643 9.4531

 30 __________________________ 
  1. a) What are the values of A and B?
  2. b) Explain the meaning of R Square.
  3. c) What conclusions can you reach about the relationships between marks (Yi) and study hours (Xi)?
  4. d) What is the predicted marks for a person with 20 hours of study?
  5. e) Is this prediction reliable?
  6. f) Find and interpret the value of the coefficient of determination. Question 7.

A simple linear regression model for salary (Yi) and the number of years of working (Xi) is as follows:

Yi =0 +1 Xi +ei where 0 and 1 are unknown parameters, and ei is the disturbance term. The regression results are:

Regression Statistics___________

Coefficient

Standard error

t Stat

p-value

Intercept

100

A

5.00

0.005

Working years

B

0.50

10.00

0.05

R Square Standard error Observations

0.8643 9.4531

 30 __________________________
  1. a) What are the values of A and B? Explain.
  2. b) Explain the meaning of R Square.
  3. c) What conclusions can you reach about the relationships between salary (Yi) and working years (Xi)?
  4. d) What is the predicted salary for a person with 10 years working experience?
  5. e) Is this prediction reliable?

Step by Step Solution

There are 3 Steps involved in it

1 Expert Approved Answer
Step: 1 Unlock blur-text-image
Question Has Been Solved by an Expert!

Get step-by-step solutions from verified subject matter experts

Step: 2 Unlock
Step: 3 Unlock

Students Have Also Explored These Related Mathematics Questions!