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October 2007 Volume 10 Number 4 - Educational Technology ...

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In the third section, factor analytical techniques were used to determine the underlying structure of teachers’<br />

responses to items. Principal axis factor analysis with varimax rotations was employed for the factor analysis. The<br />

results for both the Kaiser-Meyer-Olkin Measure of Sampling Adequacy (0.85) and the Bartlett Test of Sphericity<br />

(χ2 =6803.8, N = 613, p < 0.0001) were significant, indicating that factor analysis was suitable for this sample. By<br />

using Cattell’s screen test and examining the factor loadings of the items, we removed 13 items from the<br />

questionnaire: five factors emerged. According to the pattern of correlation between and among items and factors,<br />

we assigned a descriptive name to each of the factors. The factors arrived at were: (1) belief in the use of computing<br />

technology in classrooms (e.g., “I believe that technology-based instruction can improve learning achievement”); (2)<br />

high degree of interactive use of technology (e.g., “I have had students learn collaboratively through the Internet”);<br />

(3) technical and personnel resources available in a given teacher’s school (e.g., “In my school, there are enough<br />

technicians to maintain computers”); (4) low degree of interactive use of technology (e.g., “I have used computers to<br />

play videos in classrooms”); and (5) attitude toward technology-based instruction (e.g., “Learning software will not<br />

make me nervous and uncomfortable”). The validity values of the factors (eigen values) were 4.82, 2.13, 1.73, 1.24,<br />

and 1.01. The factor loadings of the 24 items ranged from 0.53 to 0.70, and 58% of the variations were included<br />

within the five factors (see details in Table 2). As shown in Table 2, the composite reliability coefficients were<br />

ranged from 0.69 to 0.89 and the overall instrument reliability reached 0.87. Therefore, the reliability of the<br />

instrument was established.<br />

Data Analysis<br />

We used frequency analysis to show the distribution of teachers in different stages of instructional evolution and<br />

MANOVA techniques to examine correlations and interactions between two factors (teaching seniority and the stage<br />

of computer-based instructional evolution) on five measures (beliefs, high-level interactive practices, technical and<br />

personnel resources, low-level interactive practices, and attitudes). The stepwise method of multiple linear regression<br />

was applied to indicate the relationships between and among these variables. The calculations to determine the<br />

coefficients of regression models and MANOVA were performed through the application of the SPSS 12.0 package.<br />

No. Items and Factors<br />

Table 2. Questionnaire Items and Factor Loading<br />

Factor<br />

Loading<br />

Average<br />

variance<br />

extracted<br />

Composite<br />

reliability<br />

Subscale score<br />

Mean S.D.<br />

Belief 0.53 0.89<br />

e19 I think technology is helpful for my teaching. 0.73 3.60 0.73<br />

e26 I believe that technology-based instruction can improve<br />

learning achievement.<br />

0.71 3.51 0.78<br />

e9 I think technology-based instruction is one of the future trends<br />

in education.<br />

0.69 3.93 0.76<br />

e27 I believe that technology-based instruction can make my<br />

teaching more lively and energetic.<br />

0.68 3.89 0.67<br />

e21 I should create different teaching strategies for technologybased<br />

instruction.<br />

0.68 3.74 0.67<br />

e25 I believe that technology-based teaching can increase students’<br />

motivation.<br />

0.68 3.81 0.66<br />

e20 Using technology can help me share my teaching experiences<br />

with others.<br />

0.68 3.59 0.68<br />

e<strong>10</strong> I am willing to follow school policy on implementing<br />

technology-based instruction.<br />

0.66 3.80 0.71<br />

e22 I should develop different assessment strategies for technologybased<br />

instruction.<br />

0.63 3.72 0.68<br />

e1 I believe that conventional teaching methods are more efficient<br />

than technology-based instruction.<br />

0.54 3.35 0.85<br />

High-interaction practices (behaviors) 0.70 0.84<br />

e35 I have designed activities that allow students to learn through<br />

0.84 2.97 1.04<br />

the Internet.<br />

e36 I have had students learn collaboratively through the Internet. 0.84 2.86 1.02<br />

e37 I have used the Internet to support individual learning. 0.80 2.66 1.01<br />

e33 I have used computers and the Internet to collect and grade<br />

students’ assignments.<br />

0.72 3.24 1.09<br />

121

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