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STASTISTICAL PROBLEMS
Statistical Problems
Statistical Problems
10.51 An experiment has five groups and seven values in
each group.
a. How many degrees of freedom are there in determining
the among-group variation?
Since there are total five groups, therefore, among-group variation will be calculated using following formula.
Among-Group Variation = n-1
N =
5
Among-Group Variation = 5-1
Among-Group Variation = 4
Degrees of freedom for the among-group variation is 4.
10.55 Consider an experiment with four groups, with eight
values in each. For the ANOVA summary table below, fill in
all the missing results:
Mean
Degrees of
Sum of
Square
Source
Freedom
Squares
(Variance)
F
Among
c - 1 = ?
SSA = ?
MSA = 80
FSTAT = ?
groups
Within
n - c = ?
SSW = 560
MSW = ?
groups
Total
n - 1 = ?
SST = ?
Mean
Degrees of
Sum of
Square
Source
Freedom
Squares
(Variance)
F
Among
4
320
80.00
35.71
groups
Within
25
56
2.24
groups
Total
29
376
10.57 The Computer Anxiety Rating Scale (CARS) measures
an individual's level of computer anxiety, on a scale
from 20 (no anxiety) to 100 (highest level of anxiety).
Researchers at Miami University administered CARS to 172
business students. One of the objectives of the study was to
determine whether there are differences in the amount of
computer anxiety experienced by students with different
majors. They found the following:
Degree of
Sum of
Mean of
Source
Freedom
Squares
quares
F
Amount major
5
3,172
Within Major
166
21,246
Total
177
24,418
Major
n
Mean
Marketing
19
44.37
Management
11
43.18
Other
14
42.21
Finance
45
41.8
Accountancy
36
37.36
MIS
47
32.21
a. Complete the ANOVA summary table.
Degree of
Sum of
Mean of
Source
Freedom
Squares
quares
F
Amount major
5
3,172
634.40
4.96
Within Major
166
21,246
127.99
Total
177
24,418
b. At the 0.05 level of significance, is there evidence of a
difference in the mean computer anxiety experienced by
different majors?
Using F-value calculator
Df
5
Df
166
Alpha
0.05
F-value tab
2.27
F-value calculated
4.96
Since F-calculated is greater than the F-tabulated critical region; therefore, we reject the null hypothesis.
This shows that there is a significant difference in the mean computer anxiety experienced by different majors.
11.25 Where people turn to for news is different for various
age groups. A study indicated where different age
groups primarily get their news:
AGE GROUP
MEDIA
Under 36
36 -50
50 +
Local TV
107
119
133
National TV
73
102
127
Radio
75
97
109
Local Newapaper
52
79
107
Internet
95
93
76
At the 0.05 level of significance, is there evidence of a significant
relationship between the age group and where people
primarily get their news? If so, explain the relationship.
12.1 Fitting a straight line to a set of data yields the following
prediction line:
yi = 2 + 5Xi
a. Interpret the meaning of the Y intercept
, b0
In the above presented equation b0= 2. This shows that when value of x will be zero, Y will bet at level of 2 units.
This shows that minimum consideration of change begins from the level of 2.
b-Interpret the meaning of the slope, b1
In the above presented case, slope (B1) = 5. This shows that for every unit change in the x-value, value of y will increase by 5 units.
Positive change in Y is reported due to unit change in x, since the slope is positive in the equation.
c- Interpret the value of Y if X = 3
When X =3
yi =
2
+
5
Xi
Therefore,
yi =
2
+
5
(3)
yi =
2
+
(15)
yi =
17
References
Hardle, A. (2007), “Applied multivariate statistical analysis”, 2nd edition. Springer Link, pp. 84-245
Ott, L. (2008), An introduction to statistical methods and data analysis. 6th edition. Cengage Learning: pp. ...
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