In: Statistics and Probability
Low-fat or low-carb? Are low-fat diets or low-carb diets more
effective for
weight loss? A sample of 77 subjects went on a low-carbohydrate
diet for six
months. At the end of that time, the sample mean weight loss was
4.7 kilograms
with a sample standard deviation of 7.16 kilograms. A second sample
of 79
subjects went on a low-fat diet. Their sample mean weight loss was
2.6 kilograms
with a standard deviation of 5.90 kilograms. Can you conclude that
the mean
weight loss differs between the two diets? Use α = 0.01.
a) State the hypotheses.
b) Compute the test statistic, t.
c) How many degrees of freedom are there (simple method)?
d) Do you reject H0? Give a concluding statement.
Ho :   µ1 - µ2 =   0  
           
   
Ha :   µ1-µ2 ╪   0  
           
   
          
           
   
Level of Significance ,    α =   
0.01          
       
          
           
   
Sample #1   ---->   successful  
           
   
mean of sample 1,    x̅1=   4.70  
           
   
standard deviation of sample 1,   s1 =   
7.16          
       
size of sample 1,    n1=   77  
           
   
          
           
   
Sample #2   ---->   unsuccessful  
           
   
mean of sample 2,    x̅2=   2.60  
           
   
standard deviation of sample 2,   s2 =   
5.90          
       
size of sample 2,    n2=   79  
           
   
          
           
   
difference in sample means =    x̅1-x̅2 =   
4.7000   -   2.6   =  
2.100  
          
           
   
pooled std dev , Sp=   √([(n1 - 1)s1² + (n2 -
1)s2²]/(n1+n2-2)) =    6.5522  
           
   
std error , SE =    Sp*√(1/n1+1/n2) =   
1.0493          
       
          
           
   
t-statistic = ((x̅1-x̅2)-µd)/SE = (  
2.1000   -   0   ) /   
1.05   =   2.001
          
           
   
Degree of freedom, DF=   n1+n2-2 =   
154         
       
  
p-value =        0.047107  
(excel function: =T.DIST.2T(t stat,df) )  
           
Conclusion:     p-value>α , Do not reject
null hypothesis          
   
MEAN WEIGHT loss do not differ between two diets
....................
Please revert in case of any doubt.
Please upvote. Thanks in advance