MATLAB: An Introduction with Applications
MATLAB: An Introduction with Applications
6th Edition
ISBN: 9781119256830
Author: Amos Gilat
Publisher: John Wiley & Sons Inc
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In the following regression, X = weekly pay, Y = income tax withheld, and n = 35 McDonald's employees.
 

   
R2 0.202
Std. Error 6.816
n 35
 

 

ANOVA table
Source SS df MS F p-value
Regression   387.6959     1     387.6959     8.35     .0068  
Residual   1,533.0614     33     46.4564              
Total   1,920.7573     34                    
 

 

Regression output confidence interval
variables coefficients std. error t Stat p-value Lower 95% Upper 95%
Intercept   30.7963     6.4078     4.806     .0000     17.7595     43.8331  
Slope   0.0343     0.0119     2.889     .0068     0.0101     0.0584  
 

 
(a) Write the fitted regression equation.
  
YˆY^ =  +  X
 
(b-1) State the degrees of freedom for a two-tailed test for zero slope, and use Appendix D to find the critical value at α = .05. (Round t.025 to 3 decimal places.)
  

Degrees of freedom  
t.025  

 
(b-2) Choose the correct option for H0β1 = 0 vs H1β1 ≠ 0.
  

  • Reject the null hypothesis if tcalc > 2.035 or if tcalc < -2.035
  • Reject the null hypothesis if tcalc < -2.035 or if tcalc > -2.035

 
(c-1) Calculate t(Round your answer to 3 decimal places.)
  
tcalc            
 
(c-2) We reject the null hypothesis.
  
  • Yes
  • No

 
(d-1) Find the 95% confidence interval for slope. (Round your answers to 4 decimal places.)
  
Confidence interval is from    to  
 
(d-2) The confidence interval does not contain zero, which implies
  
  • there is no relationship between weekly pay and income tax withheld.
  • there is a relationship between weekly pay and income tax withheld.

 
(e) Calculate t2 and F(Round your answers to 2 decimal places.)
 

 

t2  
Fcalc  

 
(f-1) Calculate R2(Round your answer to 3 decimal places.)
  
R2            
 
(f-2) What is the percentage of variation in income tax withheld explained by weekly pay? (Round your answer to the nearest whole number.)
  
Percentage of variation  %

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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