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The correct answer is C

df for Regression = k = 2

df for Error = n – k – 1 = 35 – 2 – 1 = 32

MSR = RSS / df = 215.10 / 2 = 107.55

MSE = SSE / df = 115.10 / 32 = 3.60

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What is the R2 for the regression?

A) 62%. 

B) 76%. 

C) 65%. 

D) 82%. 

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The correct answer is C

SST = RSS + SSE

= 215.10 + 115.10 = 330.20

R2 = RSS / SST = 215.10 / 330.20 = 0.65

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What is the predicted income of a 40-year-old person with 16 years of education?

A) $63,970. 

B) $62,120. 

C) $52,780. 

D) $74,890.

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The correct answer is A

income  = 5.65 + 0.53 (age) + 2.32 (education)

        = 5.65 + 0.53 (40) + 2.32 (16)= 63.97 or $63,970

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What is the F-value?

A) 14.36. 

B) 2.16.

C) 29.88.

D) 1.88.

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The correct answer is C

F = MSR / MSE = 107.55 / 3.60 = 29.88

 

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6、Which statement is most accurate? Assume a 5 percent level of significance. The F-statistic is:

Analysis of Variance Table (ANOVA)

Source

Degrees of
freedom (df)

Sum of
Squares

Mean Square
(SS/df)

F-statistic

Regression

5

18,500

3,700

 

Error

94

600.66

6.39

 

Total

99

19,100.66

 

 

A)    0.0017 and the regression is said to be statistically significant.

B)    0.0017 and the regression is said to be statistically insignificant.

C)   579.03 and the regression is said to be statistically insignificant.

D)   579.03 and the regression is said to be statistically significant.

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The correct answer is D

F =3,700/6.39 = 579.03 which is significant since the critical F value is between 2.29 and 2.37. The critical F value is found by using a 5% level of significance F-table and looking up the value that corresponds with 5 = k = the number of independent variables in the numerator and 100 _ 5 _ 1 = 94 df in the denominator resulting in a critical value between 2.29 and 2.37.

 

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7、Consider the following analysis of variance (ANOVA) table:

Source

Sum of squares

Degrees of freedom

Mean square

  Regression

   500

 1

500

  Error

   750

50

  15

  Total

1,250

51

 

The R2 and the F-statistic are, respectively:

A)    R2 = 0.40 and F = 33.333.

B)    R2 = 0.67 and F = 0.971.

C)   R2 = 0.40 and F = 0.971.

D)   R2 = 0.67 and F = 33.333.

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