Almost twothirds of iron in the body is found in hemoglobin
Almost two-thirds of iron in the body is found in hemoglobin, the protein in the red blood cells that carries oxygen to the tissues. Iron deficiency could lead to anemia, a condition characterized by less than the normal quantity of hemoglobin in the blood. The following data gives the hemoglobin values for 7 female patients at risk for anemia, before and after they followed a 3-month dietary iron intake program:
a) Was the program efficient in increasing the hemogloblin level? Justify your answer using a test of hypothesis for H0: mu1= mu2 against H1: mu1< mu2 , where mu1 and mu2 are the average hemoglobin levels before and after the program, respectively. Use the level alpha=0.01
b) What is the conclusion of a test of level alpha=0.01, if we assume (incorreclty) that the hemoglobin level after the program is independent of the hemoglobin level before the program? Assume that the two populations are normally distributed with equal variances.
| Before | After |
| 11.4 | 12.3 |
| 12.5 | 13.6 |
| 10.6 | 13.7 |
| 9.7 | 10.3 |
| 12.5 | 14.3 |
| 12.8 | 13.9 |
| 11.7 | 12.8 |
Solution
a)
Set Up Hypothesis
Null, Ho: u1 > u2
Alternate, - H1: u1 < u2
Test Statistic
X(Mean)=11.6
Standard Deviation(s.d1)=1.1343 ; Number(n1)=7
Y(Mean)=12.9857
Standard Deviation(s.d2)=1.3643; Number(n2)=7
we use Test Statistic (t) = (X-Y)/Sqrt(s.d1^2/n1)+(s.d2^2/n2)
to =11.6-12.9857/Sqrt((1.28664/7)+(1.86131/7))
to =-2.07
| to | =2.07
Critical Value
The Value of |t | with Min (n1-1, n2-1) i.e 6 d.f is 3.143
We got |to| = 2.06635 & | t | = 3.143
Make Decision
Hence Value of |to | < | t | and Here we Do not Reject Ho
P-Value:Left Tail - Ha : ( P < -2.0664 ) = 0.04216
Hence Value of P0.01 < 0.04216,Here We Do not Reject Ho
b) WHEN POPULATION WITH EQUAL VARIANCE
X (Mean)=11.6; Standard Deviation (s.d1)=1.1343
Number(n1)=7
Y(Mean)=12.9857; Standard Deviation(s.d2)=1.3643
Number(n2)=7
Value Pooled variance S^2= (n1-1*s1^2 + n2-1*s2^2 )/(n1+n2-2)
S^2 = (6*1.2866 + 6*1.8613) / (14- 2 )
S^2 = 1.574
we use Test Statistic (t) = (X-Y)/Sqrt(S^2(1/n1+1/n2))
to=11.6-12.9857/Sqrt((1.574( 1 /7+ 1/7 ))
to=-1.3857/0.6706
to=-2.0663
| to | =2.0663
Critical Value
The Value of |t | with (n1+n2-2) i.e 12 d.f is 1.782
We got |to| = 2.0663 & | t | = 1.782
Make Decision
Hence Value of | to | > | t | and Here we Reject Ho
P-Value: Left Tail - Ha : ( P < -2.0663 ) = 0.03054
Hence Value of P0.05 > 0.03054,Here we Reject Ho

