In: Statistics and Probability
A behavioral psychologist wanted to know if making a public commitment to lose weight will make a difference in how much weight is actually lost. He obtained 14 volunteers who wanted to lose weight and randomly assigned them to one of two groups. The “commitment” group met together and each participant stood and announced an intent to lose weight and signed a pledge to adhere to the diet and exercise regimen. The “control” was placed on the same diet and exercise regimen, but did not stand to announce their intent to lose weight and did not sign a pledge to adhere to the regimen. The commitment group participants lost 13, 11, 13, 12, 10, 9,and 8 pounds; the control group participants lost 10, 6, 7, 5, 9, 6, and 8 pounds. Did making a commitment to adhere to the diet and exercise regimen make a significant difference in weight loss?
Ho : µ1 - µ2 = 0
Ha : µ1-µ2 ╪ 0
two tail test
Level of Significance , α =
0.05
Sample #1 ----> sample 1
mean of sample 1, x̅1= 10.86
standard deviation of sample 1, s1 =
1.95
size of sample 1, n1= 7
Sample #2 ----> sample 2
mean of sample 2, x̅2= 7.29
standard deviation of sample 2, s2 =
1.80
size of sample 2, n2= 7
difference in sample means = x̅1-x̅2 =
10.8571 - 7.3
= 3.57
pooled std dev , Sp= √([(n1 - 1)s1² + (n2 -
1)s2²]/(n1+n2-2)) = 1.8772
std error , SE = Sp*√(1/n1+1/n2) =
1.0034
t-statistic = ((x̅1-x̅2)-µd)/SE = ( 3.5714
- 0 ) / 1.00
= 3.5593
Degree of freedom, DF= n1+n2-2 =
12
p-value =
0.003929 (excel function: =T.DIST.2T(t stat,df)
)
Conclusion: p-value <α , Reject null
hypothesis
result is significant
it means that making a commitment to adhere to the diet and exercise regimen make a significant difference in weight loss
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