In: Statistics and Probability
You are hired by a local company to determine if people feel more confident in the provincial or federal government. You ask several people who live in St Catharines how confident they are that the provincial government is doing a good job (out of 50, higher numbers are better). You then ask them about their confidence in the federal government and get the following data. What would you conclude?
Provincial |
Federal |
D |
D2 |
|
26 |
38 |
-12 |
144 |
|
25 |
29 |
-4 |
16 |
|
25 |
33 |
-8 |
64 |
|
28 |
24 |
4 |
16 |
|
24 |
31 |
-7 |
49 |
|
21 |
30 |
-9 |
81 |
|
19 |
19 |
0 |
0 |
|
38 |
46 |
-8 |
64 |
|
29 |
40 |
-11 |
121 |
|
41 |
31 |
10 |
100 |
|
21 |
29 |
-8 |
64 |
|
28 |
37 |
-9 |
81 |
|
36 |
39 |
-3 |
9 |
|
Sum |
361 |
426 |
-65 |
809 |
SS |
550.3077 |
620.3077 |
484 |
23436.31 |
From the given data below:
Provincial | Federal | D | D^2 | |
26 | 38 | -12 | 144 | |
25 | 29 | -4 | 16 | |
25 | 33 | -8 | 64 | |
28 | 24 | 4 | 16 | |
24 | 31 | -7 | 49 | |
21 | 30 | -9 | 81 | |
19 | 19 | 0 | 0 | |
38 | 46 | -8 | 64 | |
29 | 40 | -11 | 121 | |
41 | 31 | 10 | 100 | |
21 | 29 | -8 | 64 | |
28 | 37 | -9 | 81 | |
36 | 39 | -3 | 9 | |
Sum >> | 361 | 426 | -65 | 809 |
SS | 550.3077 | 620.3077 | 484 | 23436.31 |
At first we need to construct an ANOVA table to test the Hypothesis, whether there is a significant variance between people's choice on performance of Provincial Government is equal or not equal to performance of Federal Government.
Let deonotes the average performance of Provincial Government and is the average performance of Federal Government.
The stated Hypothesis are
against the alternative
From the above data, we construct the following one-way ANOVA table
Note: We have used the first two colums to construct the ANOVA table
SUMMARY | ||||||
Groups | Count | Sum | Average | Variance | ||
Provincial | 13 | 361 | 27.76923 | 45.85897 | ||
Federal | 13 | 426 | 32.76923 | 51.69231 | ||
ANOVA | ||||||
Source of Variation | SS | df | MS | F observed | P-value | F crit |
Between Groups (Two Govts) | 162.5 | 1 | 162.5 | 3.331581 | 0.080433 | 4.259677 |
Within Groups (error) | 1170.615 | 24 | 48.77564 | |||
Total | 1333.115 | 25 |
Since the observed value of F < F Critical at 0.05 level of significance, we conclude that, there is no signifacnce difference between the two governments as perceived by the people who were responded