Compute the difference in the average birthweight of babies of indigenous and no
ID: 3238683 • Letter: C
Question
Compute the difference in the average birthweight of babies of indigenous and non-indigenous mothers (called the birthweight difference, for simplicity). Discuss fully if there is any discrepancy between the regression coefficient of Status obtained in the regression model and the birthweight difference. (Have included both weights and regression model! Thanks in advance for the help and time. Please explain in as much detail as possible so I can gain a better understanding!)
Indigenous average birthweight = 3238
Non-indigenous average birthweight = 3556
SUMMARY OUTPUT Regression Statistics Multiple R 0.38594032 0.14894993 R Square Adjusted R Sq 0.14380764 Standard Erro 502.115537 Observations 1000 ANOVA d SS MMS F Significance F 6 43816912.1 7302818.69 28.9656447 4.701 1E-32 Regression Residual 993 250355172 252120.012 Total 999 294172084 Coefficients tandard Error Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0% -1682.0184 562.496046 -2.9902759 0.002856 -2785.8358 -578.20096 -2785.8358 -578.20096 Intercept 10.1846387 1.35108153 7.53813777 1.0725E-13 7.533336 12.8359415 7533336 12.8359415 Gestation -240.87325 33.5959328 -71697147 1.466E-12 -306.80043 -174.94608 -306.80043 -174.94608 Smoker Pre-pregnancy 2.02426153 1.87912754 1.07723478 0.28163702 -1.6632554 5.71177844 -1.6632554 5.71177844 14.0945043 2.76160787 5.10373122 39896E-07 8.67524698 19.5137617 8.67524698 19.5137617 Height 58.2445712 74.2624755 0.78430689 0.43304711 -87.484832 203.973974 -87.484832 203.973974 Status Age 0.95407632 2.78986099 0.34 197988 0.7324384 -4.5206237 6.42877634 -4.5206237 6.42877634Explanation / Answer
Since the p - value in the ANOVA is less than 0.05, there exist atleast one independent variable , that has a signifcant effect on the difference of birth waight.
If we observe coefficient table, p - value of intercept, Gestation, Smoker, Height, is less than 0.05. So these variables have significant effect on the weight difference.
So the model shall be
Weight difference = -1682.01+10.18*Gestation - 240.87*Smoker +14.09*Height
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