In: Statistics and Probability
Use SPSS for this Application Exercise:
A comparative psychologist hypothesize that feeling sick is
associated with disliking a flavor. In a study rats are randomly
split into two group. In one group rats received an injection of
lithium chloride immediately after drinking stevia-flavored water.
The rats in the other group received no lithium chloride after
drinking the flavored water. Lithium chloride causes nausea. The
next day, all rats could drink stevia-flavored water. The total
amount of stevia-flavored water drank (in milliliters) by all the
rats for the next day are given below. What can be concluded with
α = 0.10?
lithium | no lithium |
4 4 1 3 2 6 8 6 1 |
6 9 6 7 9 7 5 6 7 |
a) What is the appropriate test statistic?
---Select--- na z-test One-Sample t-test Independent-Samples t-test
Related-Samples t-test
b)
Condition 1:
---Select--- disliking a flavor stevia-flavored water lithium
chloride no lithium chloride the rats
Condition 2:
---Select--- disliking a flavor stevia-flavored water lithium
chloride no lithium chloride the rats
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---
Reject H0 Fail to 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 = ; ---Select--- na trivial
effect small effect medium effect large effect
r2 = ; ---Select--- na
trivial effect small effect medium effect large effect
e) Make an interpretation based on the
results.
Rats that received lithium chloride drank significantly more stevia-flavored water than those that received no lithium chloride.
Rats that received lithium chloride drank significantly less stevia-flavored water than those that received no lithium chloride.
There is no significant difference in stevia-flavored water drank between rats that received lithium and those that received no lithium chloride.
a) Independent-Samples t-test
b) Condition 1: lithium chloride
Condition 2: no lithium chloride
c)
Ho : µ1 - µ2 = 0
Ha : µ1-µ2 ╪ 0
Level of Significance , α =
0.1
Sample #1 ----> 1
mean of sample 1, x̅1= 3.889
standard deviation of sample 1, s1 =
2.421
size of sample 1, n1= 9
Sample #2 ----> 2
mean of sample 2, x̅2= 6.889
standard deviation of sample 2, s2 =
1.364
size of sample 2, n2= 9
difference in sample means = x̅1-x̅2 =
3.8889 - 6.9 =
-3.00
pooled std dev , Sp= √([(n1 - 1)s1² + (n2 -
1)s2²]/(n1+n2-2)) = 1.9650
std error , SE = Sp*√(1/n1+1/n2) =
0.9263
t-statistic = ((x̅1-x̅2)-µd)/SE = ( -3.0000
- 0 ) / 0.93
= -3.2387
Degree of freedom, DF= n1+n2-2 =
16
p-value =
0.005142 (excel function: =T.DIST.2T(t stat,df)
) 52
Conclusion: p-value <α , Reject null
hypothesis
d)
cohen's d = |( x̅1-x̅2 )/Sp | =
1.5267
r²= 0.3960
e)
Rats that received lithium chloride drank significantly less stevia-flavored water than those that received no lithium chloride.