In: Statistics and Probability
In the following research, identify 1. test type, 2. null hypothesis, 3. alternate hypothesis, 4. test statistic, 5. p-value, and 6. conclusion.
Researchers examined the effect of phosphate supplementation on bone formation in six healthy adult dogs. For each dog, bone formation was measured twice: once after 12 weeks of phosphate supplementation and once after a 12-week control period. The results in percent bone growth are shown below. Do the data provide evidence that phosphate supplementation significantly stimulates bone formation?
Dog ID |
A |
B |
C |
D |
E |
F |
Avg. difference = 2.63, s=2.21 |
% growth Control |
1.73 |
3.37 |
3.59 |
2.05 |
1.86 |
3.60 |
|
% growth Phosphate |
8.16 |
4.58 |
3.98 |
5.24 |
3.04 |
7.03 |
Average difference in percentage growth in bone formation between phosphate supplement and control period
Difference : % growth phosphate - % Growth control
1.Test Type : Paired t -test : Tests whether the mean of the differences between dependent or paired observations is equal to a target value; For the given case ; target value is zero)
2.Null hypothesis : ; phosphate supplementation does not stimulate bone formation
3.Alternate Hypothesis : phosphate supplementation stimulates bone formation
Right tailed test
4.
Test Statistic
Given,
Sample Average difference : = 2.63
Sample standard deviation of differences : sd = 2.21
Sample size : n= 6
Degrees of freedom = n-1 =5
Test Statistic = 2.915
5. p-value
For right tailed test : p-value
6. Conclusion:
If = 0.05
As P-Value i.e. is greater than Level of significance i.e (P-value:0.0166 < 0.05:Level of significance); Reject Null Hypothesis
The data does provide evidence that phosphate supplementation significantly stimulates bone formation
If = 0.01
As P-Value i.e. is greater than Level of significance i.e (P-value:0.0166 > 0.01:Level of significance); Fail to Reject Null Hypothesis
The data does not provide evidence that phosphate supplementation significantly stimulates bone formation