In: Statistics and Probability
Scenario 1:
A researcher wants to determine if different forms of regular
exercise alter HDL levels in obese middle aged males between the
ages of 35 and 45. Participants in the study are
randomly assigned to one of four exercise groups – No Exercise,
Resistance Training, Aerobic Exercise or Stretching/Yoga – and
instructed to follow the program for 8 weeks. Their HDL
levels are measured after 8 weeks and are summarized below.
Exercise Group |
N |
Mean |
Std Dev |
No exercise (TV watching 60 min/day) |
40 |
45.1 |
9.8 |
Resistance Training 60min/day |
40 |
51.2 |
10.2 |
Aerobic Exercise 60min/day |
40 |
46.3 |
11.1 |
Stretching/Yoga 60min/day |
40 |
47.1 |
12.5 |
1. What is the null hypothesis equation for this
experiment?
2. Specify the νnnumerator degrees
of freedom? Please paste your data output file in the space
below.
3. Specify the νddenominator degrees
of freedom?
4. Identify the F-critical value at
P<0.05 from the F distribution table 3-1 from the
Primer of Biostatistics 7thEd.
5. Identify the F-critical value at
P<0.01 from the F distribution table 3-1 from the
Primer of Biostatistics 7thEd.
6. Specify whether you accept or reject the
null hypothesis at P<0.05?
7. Specify whether you accept or reject the
alternate hypothesis at P<0.05?
1)
null hypothesis : mean HDL levels is same for all forms of excercise
no excercise =ressitance training =Aerobic =stretching
2)
nnumerator degrees of freedom =groups -1=k-1=4-1=3
3)
denominator degrees of freedom =N-k =160-4=156
4)
F-critical value at P<0.05 is =2.663
5)
F-critical value at P<0.01 is 3.910
6)
population | ni | x̅i | S2i | ni*(Xi-Xgrand)2 | (ni-1)*S2i |
no excersice | 40 | 45.100 | 96.040 | 216.225 | 3745.56 |
resistance | 40 | 51.200 | 104.040 | 570.025 | 4057.56 |
Aerobic | 40 | 46.300 | 123.210 | 50.625 | 4805.19 |
stretching | 40 | 47.100 | 156.250 | 4.225 | 6093.75 |
grand mean= | 47.425 | 841.100 | 18702.06 | ||
SSTr | SSE | ||||
Source of variation | SS | df | MS | F | |
between | 841.1000 | 3 | 280.37 | 2.339 | |
within | 18702.0600 | 156 | 119.89 | ||
total | 19543.1600 | 159 |
as f test statistic 2.339 is belw crtiical value we accept the null hypothesis
7)
as f test statistic 3.910 is belw crtiical value we accept the null hypothesis