Question

In: Statistics and Probability

Modern medical practice tells us not to encourage babies to become too fat. Is there a...

Modern medical practice tells us not to encourage babies to become too fat. Is there a positive correlation between the weight x of a 1-year old baby and the weight y of the mature adult (30 years old)? A random sample of medical files produced the following information for 14 females.

x (lb) 20 27 22 26 20 15 25 21 17 24 26 22 18 19
y (lb) 122 123 119 127 130 120 145 130 130 130 130 140 110 115

In this setting we have Σx = 302, Σy = 1771, Σx2 = 6690, Σy2 = 225,153, and Σxy = 38,391.

What percentage of variation in y is explained by the least-squares model? (Round your answer to one decimal place.)
%

Find or estimate the P-value of the test statistic.

P-value > 0.2500.125 < P-value < 0.250    0.100 < P-value < 0.1250.075 < P-value < 0.1000.050 < P-value < 0.0750.025 < P-value < 0.0500.010 < P-value < 0.0250.005 < P-value < 0.0100.0005 < P-value < 0.005P-value < 0.0005


Conclusion

Reject the null hypothesis. There is sufficient evidence that ρ > 0.Reject the null hypothesis. There is insufficient evidence that ρ > 0.    Fail to reject the null hypothesis. There is sufficient evidence that ρ > 0.Fail to reject the null hypothesis. There is insufficient evidence that ρ > 0.


(e) If a female baby weighs 16 pounds at 1 year, what do you predict she will weigh at 30 years of age? (Round your answer to two decimal places.)
lb

(f) Find Se. (Round your answer to two decimal places.)
Se =

(g) Find a 95% confidence interval for weight at age 30 of a female who weighed 16 pounds at 1 year of age. (Round your answers to two decimal places.)

lower limit     lb
upper limit     lb


(h) Test the claim that the slope β of the population least-squares line is positive at the 1% level of significance. (Round your test statistic to three decimal places.)

t =



Find or estimate the P-value of the test statistic.

P-value > 0.2500.125 < P-value < 0.250    0.100 < P-value < 0.1250.075 < P-value < 0.1000.050 < P-value < 0.0750.025 < P-value < 0.0500.010 < P-value < 0.0250.005 < P-value < 0.0100.0005 < P-value < 0.005P-value < 0.0005


Conclusion

Reject the null hypothesis. There is sufficient evidence that β > 0.Reject the null hypothesis. There is insufficient evidence that β > 0.    Fail to reject the null hypothesis. There is sufficient evidence that β > 0.Fail to reject the null hypothesis. There is insufficient evidence that β > 0.


(i) Find an 80% confidence interval for β and interpret its meaning. (Round your answers to three decimal places.)

lower limit    
upper limit    


Interpretation

For each pound less a female infant weighs at 1 year, the adult weight increases by an amount that falls outside the confidence interval.For each pound less a female infant weighs at 1 year, the adult weight increases by an amount that falls within the confidence interval.    For each pound more a female infant weighs at 1 year, the adult weight increases by an amount that falls within the confidence interval.For each pound more a female infant weighs at 1 year, the adult weight increases by an amount that falls outside the confidence interval.

Solutions

Expert Solution

percentage of variation in y is explained by the least-squares model =r^2*100 =18.0%

test statistic t = r*(√(n-2)/(1-r2))= 1.621

p value is  0.050 < P-value < 0.075

.Fail to reject the null hypothesis. There is insufficient evidence that ρ > 0.

e)

predicted value = 120.53

f)

Se =√(SSE/(n-2))= 8.76

g)

std error of confidence interval = s*√(1+1/n+(x0-x̅)2/Sxx)= 9.7832
for 95 % confidence and 12degree of freedom critical t= 2.179
lower limit = 99.21
uppr limit = 141.85

h)

test statistic t = r*(√(n-2)/(1-r2))= 1.621

p value is  0.050 < P-value < 0.075

i)

std error of slope sb1 = s/√SSx= 0.6611
for 80 % confidence and -2degree of freedom critical t= 1.3560
80% confidence interval =b1 -/+ t*standard error= (0.175,1.968)
lower limit = 0.175
uppr limit = 1.968

   For each pound more a female infant weighs at 1 year, the adult weight increases by an amount that falls within the confidence interval


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