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October 2011 Volume 14 Number 4 - Educational Technology ...

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Results<br />

Instrument validation<br />

Two confirmatory factor analyses (CFA) were computed using AMOS 6.0 to test the measurement models. The<br />

model-fit measures were used to assess the model’s overall goodness of fit (χ 2 /df, GFI, NFI, CFI, RMSEA) and<br />

values all exceeded their respective common acceptance levels (Hair, Black, Babin, Anderson, & Tatham, 2006).<br />

This showed that the measurement model exhibited a fairly good fit with the collected data (Table 2).<br />

Table 2: Fit indices for endogenous and exogenous measurement models<br />

Goodness-of-fit Recommended value Endogenous measurement Exogenous measurement<br />

measure<br />

model<br />

model<br />

χ 2 /df ≦3.00 1.764 1.977<br />

GFI ≧0.90 0.979 0.958<br />

AGFI ≧0.90 0.960 0.936<br />

NFI ≧0.90 0.967 0.967<br />

CFI ≧0.90 0.983 0.983<br />

RMSEA ≦0.05 0.037 0.042<br />

Table 3: Convergent validity<br />

Constructs/Factors Indicators Standardized Reliability<br />

loadings (>0.707) (R 2 Composite Average variance<br />

) (>0.50) reliability (>0.70) extracted (>0.50)<br />

CPA CPA1 .807 .652 .849 .585<br />

CPA2 .720 .518<br />

CPA3 .791 .626<br />

CPA4 .739 .547<br />

CPL CPL1 .854 .730 .906 .764<br />

CPL2 .918 .842<br />

CPL3 .848 .719<br />

ADV ADV1 .777 .604 .926 .716<br />

ADV2 .812 .660<br />

ADV3 .876 .768<br />

ADV4 .905 .819<br />

ADV5 .854 .729<br />

OB OB1 .744 .554 .857 .670<br />

OB2 .953 .908<br />

OB3 .740 .547<br />

TRI TRI1 .790 .624 .827 .615<br />

TRI2 .838 .703<br />

TRI3 .720 .518<br />

PU PU1 .847 .717 .854 .663<br />

PU2 .870 .757<br />

PU3 .717 .5<strong>14</strong><br />

PEU PEU2 .769 .591 .841 .570<br />

PEU3 .766 .587<br />

PEU4 .703 .494<br />

BI BI1 .675 .456 .915 .686<br />

BI2 .773 .598<br />

BI3 .935 .874<br />

BI4 .879 .773<br />

BI5 .854 .729<br />

Convergent validity of scale items was estimated by reliability, composite reliability, and average variance extracted<br />

(Fornell & Larcker, 1981). The standardized CFA loadings for all scale items exceeded the minimum loading<br />

criterion of 0.70, and the composite reliabilities of all factors also exceeded the recommended 0.70 level. In addition,<br />

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