Empathy: The Interpersonal Reactivity Index is a survey designed to assess four different types of empathy. One type of empathy, called Empathetic Concern, measures the tendency to feel sympathy and compassion for people who are less fortunate. The index ranges from
0
(less empathetic) to
28
(more empathetic). The following data, representing random samples of
15
males and
15
females, are consistent with results reported in psychological studies. Boxplots show that it is reasonable to assume that the populations are approximately normal. Can you conclude that there is a difference in mean empathy score between men and women? Let
μ1
denote the mean empathy score for men. Use the
=α0.10
level and the
P
-value method with the TI-84 Plus calculator.
Males | ||||||||
20 |
12 |
16 |
13 |
26 |
21 |
23 |
8 |
|
15 |
18 |
25 |
15 |
23 |
17 |
22 |
Females | ||||||||
20 |
26 |
25 |
28 |
24 |
16 |
19 |
20 |
|
23 |
21 |
23 |
15 |
26 |
19 |
25 |
Males | Females |
20 | 20 |
12 | 26 |
16 | 25 |
13 | 28 |
26 | 24 |
21 | 16 |
23 | 19 |
8 | 20 |
15 | 23 |
18 | 21 |
25 | 23 |
15 | 15 |
23 | 26 |
17 | 19 |
22 | 25 |
Using Excel
data -> data analysis -> t-Test: Two-Sample Assuming Equal Variances
t-Test: Two-Sample Assuming Equal Variances | ||
Males | Females | |
Mean | 18.26666667 | 22 |
Variance | 26.78095238 | 14.57142857 |
Observations | 15 | 15 |
Pooled Variance | 20.67619048 | |
Hypothesized Mean Difference | 0 | |
df | 28 | |
t Stat | -2.248496094 | |
P(T<=t) one-tail | 0.016300214 | |
t Critical one-tail | 1.312526782 | |
P(T<=t) two-tail | 0.032600428 | |
t Critical two-tail | 1.701130934 |
p-value = 0.0326 < alpha (0.10)
hence we reject the null hypothesis
we conclude that there is significant different in means
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