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 __________________________
- a) What are the values of A and B?
- b) Explain the meaning of R Square.
- c) What conclusions can you reach about the relationships between marks (Yi) and study hours (Xi)?
- d) What is the predicted marks for a person with 20 hours of study?
- e) Is this prediction reliable?
- 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 __________________________
- a) What are the values of A and B? Explain.
- b) Explain the meaning of R Square.
- c) What conclusions can you reach about the relationships between salary (Yi) and working years (Xi)?
- d) What is the predicted salary for a person with 10 years working experience?
- e) Is this prediction reliable?
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