Question

For this assignment I have to analyze the regression (relationship between 2 independent variables and 1...

For this assignment I have to analyze the regression (relationship between 2 independent variables and 1 dependent variable). Below is all of my data and values. I need help answering the questions that are at the bottom. Questions regarding the strength of the relationship

Model: Median wage (y) = 40.3774 - 2.0614 * Population + 0.0284 * GDP

Predictor

Coefficient

Estimate

Standard Error

t-statistic

p-value

Constant

B0

40.3774

1.1045

36.558

0

Population

B1

-2.0614

0.5221

-3.948

0.0003

GDP

B2

0.0284

0.007

4.0403

0.0002


R-Squared

R2 = 0.2538

Adjusted R-Squared

R2 adj = 0.2227

Residual Standard Error

5.6087 on 48 degrees of freedom

Overall F-statistic

8.1625 on 2 and 48 degrees of freedom

Overall p-value

0.0009


Analysis of Variance Table

Source

df

SS

MS

F-statistic

p-value

Regression

2

513.5541

256.777

8.1625

0.0009

Residual Error

48

1509.9841

31.458

E=Total

50

2023.5381

40.4708

1. Find the model with the most explanatory power and significant estimates. Describe what your regression output shows regarding the statistical properties of your model.

2. What does this model suggest regarding the relationships between your variables?

3. Do you think your data more or less satisfy OLS regression assumptions? Explain why? Or why not?  

4. Based on 3), do you think your analysis is reliable?

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Answer #1

Sol:

  • DATE Here we will check statisticall significat 1.96 Then 1 Otherwire not If Estat - Cueffical- S.E wellicent is significant

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