A sample obese adult males were randomly divided into two groups
in a lifestyle change program. In the experimental group,
participants were involved in a vigorous 20-minute-per-day exercise
program and also given instructions on the importance of diet. The
control group only received the diet instructions. The hospital
administrators predict that exercise plus diet instruction will
reduce LDL cholesterol levels. Below are the LDL cholesterol data
after two months in the program. What can be concluded with α =
0.10?
control | exprt |
129 127 131 126 127 129 128 129 125 129 |
132 153 135 131 132 128 137 131 132 132 |
a) What is the appropriate test statistic?
---Select One--- (na, z-test, One-Sample t-test,
Independent-Samples t-test, or Related-Samples t-test)
b)
Condition 1:
---Select One--- (LDL cholesterol, obese adult
males, two months, control group, or exprt group)
Condition 2:
---Select One--- (LDL cholesterol,
obese adult males, two months, control group, or exprt group)
c) Input the appropriate value(s) to make a
decision about H0.
(Hint: Make sure to write down the null and alternative hypotheses
to help solve the problem.)
p-value = _____ ;
Decision: ---Select One--- (Reject H0
or Fail reject H0)
d) Using the SPSS results,
compute the corresponding effect size(s) and indicate
magnitude(s).
If not appropriate, input and/or select "na" below.
d = _____ ;
Magnitude: ---Select One--- "na,
trivial effect, small effect, medium effect, or large effect"
r2 =_____ ;
Magnitude: ---Select One--- "na,
trivial effect, small effect, medium effect, or large effect"
e) Make an interpretation based on the results.
Which is correct?
a)Participants that exercised with diet instructions had significantly reduced LDL cholesterol levels.
b)Participants that exercised with diet instructions had significantly increased LDL cholesterol levels.
c)There is no significant LDL cholesterol difference between the groups.
Soln
a)
Independent-Samples t-test
c)
Group 1 (Control)
Mean (x1) = 128
Std Dev (s1) = 1.76
n1 = 10
Group 2 (Expert)
Mean (x2) = 134.3
Std Dev (s2) = 6.99
n2 = 10
alpha = 0.1
df = 10+10-2 = 18
tCritical = 2.473
Null and Alternate Hypothesis
H0: µ1 = µ2
Ha: µ1 > µ2
Test Statistic
Assuming, the population std deviation is not same.
t = (X1 – X2 – (µ1 - µ2))/ (s12/n1 + s22/n2 )1/2 = -2.76
p-value = TDIST(0.05,15+14-2,1) = 0.006
Result
Since the p-value is less than 0.1, we reject the null hypothesis.
d)
Pooled Std Dev(sp) = {{(n1-1) *s12 + (n2-1) *s22}/ (n1 + n2 -2)}1/2 = 5.10
Effect Size = (x1 – x2 )/ SDpooled = (128-134.3)/5.10 = -1.24
e)
Option A ie Participants that exercised with diet instructions had significantly reduced LDL cholesterol levels.
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