Civil Engineering Reference
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N
=
number of observation
number of independent variables or predictors
R
2
is a measure of the strength of association between the dependent and
independent variables and is identical with the correlation ration
g
=
y
η
x
.If
Y
denotes
.
the dependent variable and the independent variable is coded as
k
−
1 orthogonal
variables, then:
R
2
r
y
1
+
r
y
2
+
···
+
r
yk
−
1
.
=
(6)
3
Results and Discussion
3.1
Vietnamese Students' Technical and Scientific Areas
in Their Problem-Solving Efficacy
For the first research question, formulas (3) and (4) are used to answer how
Vietnamese students' problem-solving efficacy in technical and scientific areas and
using the formula (5) to answer “Do students' technical and scientific areas differ in
their problem-solving efficacy?” As shown in Table
1
, Vietnamese college students'
average problem-solving efficacy (
M
55) was located within the
range of the response of “average”(point 3) to “high” (point 4) in the five-point
Likert's scale employed in the questionnaire.
For students at the three campuses of VNU-HCM, the results of Table
1
exhibited
that students at the University of Technology had the highest problem-solving
efficacy
=
3
.
41
,
SD
=
0
.
and students at the University of Information
Technology had the lowest problem-solving efficacy
(
M
=
3
.
51
,
SD
=
0
.
50
)
.
The results of post hoc comparisons showed that there existed significant differences
of problem-solving efficacy of students among the three universities (
F
(
M
=
3
.
06
,
SD
=
0
.
55
)
=
18
.
12
,
p
<
0
001). Post hoc comparisons indicated that students at the three universities can be
categorized into two groups: high level of problem-solving efficacy of students in
the Universities of Technology and low level of problem-solving efficacy of students
at the University of Information Technology and the University of Science. Within
the two groups, there was no significant difference of students' problem-solving
efficacy.
.
Tabl e 1
ANOVA, means and standard deviation results of college students' problem-
solving efficacy among three universities
VNU-HCM members
MSDF
Sig.
Post hoc
Average of three universities
3.39
0.56
1. University of technology
3.51
0.50
(
)
>
(
,
)
2. University of information technology
3.06
0.55
18.12
0.000
1
2
3
3. University of science
3.25
0.60
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