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The measurement model analysis refers to the pre-testing of a specific research instrument of investigation (Baker 1994).
This section is divided into five subsections, which are descriptive statistical analysis, measurement model analysis, structural model analysis, hypotheses analysis, and model comparison.
Performing the measurement model analysis is important and helps in refining the research model, instrument, and hence increasing the accuracy of the research method and its results (Baker 1994; Straub et al. 2004).
Based on the study of Anderson and Gerbing [2], this measurement model analysis is proceeded in the reliability, validity (i.e., convergent validity and discriminant validity), and the goodness of fit of the model, which are measured and verified by Cronbach's α coefficient and confirmatory factor.
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Saturation vapor pressures of OA and SA obtained from the measurement-model analysis were in the range of values reported in previous studies.
CFA was performed to establish the fit of the measurement model for structural analysis.
First, to test the proposed measurement model, confirmatory factor analysis (CFA) was performed with maximum likelihood estimation of the covariance matrix (AMOS 18.0).
SEM analysis of our proposed model consisted of two separate elements, of which the first is a measurement model (confirmatory factor analysis-CFA) and the second is a structural model.
A nonlinear measurement model was derived and simulation analysis showed this could be linearized when the measurement angle error was smaller than 0.05°.
Stage 2 were proposed measurement model by confirmatory factor analysis (CFA).
SPSS 23.0 was used to analyze respondents' demographic information and to identify the measurement model in exploratory factor analysis.
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