Question

Scartter plot of Birth 15to17 vs Poverty Rate 40 30 20 10 10 15 20 25 Please use summary statistics below to answer followinga) (8 pts) Calculate estimated intercept parameter B, and estimated slope parameter B, then write down the fitted least squarc) (4 pts) Please interpret both r and R. SS d) (10 pts) Part of the ANOVA table is given below, please fill in all blank spa

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Answer #1

a)

X Y XY
total sum 669.000 1136.400 16163.14 9690.440 28557
mean 13.1176 22.2824

sample size ,   n =   51          
here, x̅ =Σx/n =   13.1176   ,   ȳ = Σy/n =   22.28235294  
                  
SSxx =    Σx² - (Σx)²/n =   914.734          
SSxy=   Σxy - (Σx*Σy)/n =   1256.246          
SSyy =    Σy²-(Σy)²/n =   3234.894          
estimated slope , ß1 = SSxy/SSxx =   1256.246   /   914.734   =   1.3733
                  
intercept,   ß0 = y̅-ß1* x̄ =   4.2673          
                  
so, regression line is   Ŷ =   4.27   +   1.37   *x

................

correlation coefficient ,    r = Sxy/√(Sx.Sy) =   0.7303
      
R² =    (Sxy)²/(Sx.Sy) =    0.533

............

r: relationship between x and y is moderate, positve and linear

53.3% data can be explained by x of Y

.................

Anova table
variation SS df MS F-stat p-value
regression 1725.259 1 1725.259 55.999 0.0000
error, 1509.635 49 30.809
total 3234.894 50

.............

p value < 0.05

so modal is significant

..............

slope hypothesis test               tail=   2
Ho:   ß1=   0          
H1:   ß1╪   0          
n=   51              
alpha=   0.05              
estimated std error of slope =Se(ß1) = Se/√Sxx =    5.551   /√   915   =   0.1835
                  
t stat = estimated slope/std error =ß1 /Se(ß1) =    1.3733   /   0.1835   =   7.483
                  
  
Degree of freedom ,df = n-2=   49              
p-value =    0.0000              
decision :    p-value<α , reject Ho              
Conclusion:   Reject Ho and conclude that slope is significantly different from zero          

................

   


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