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2003 IMTA Proceedings - International Military Testing Association

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Table 2. Summary Goodness of Fit indices and χ2 tests of the 18-item Commitment Scale<br />

Statistic Desired Fit Indices Obtained Fit<br />

Indices<br />

χ2 - 362.18 (132),<br />

p=0.00<br />

Root Mean Square Error of Approximation<br />

(RMSEA)<br />

Standardised Root Mean Square Residual<br />

(RMR)<br />

< 0.05 (Good)<br />

0.05-0.08<br />

(Reasonable)<br />

0.066<br />

< 0.05 (Acceptable) 0.065<br />

Goodness of Fit Index (GFI) >0.90 (Acceptable) 0.91<br />

Comparative Fit Index (CFI) >0.90 (Acceptable) 0.92<br />

The above-mentioned indices were selected as recommended by Diamantopoulos and<br />

Siguaw (2000) to make an informed decision. It is noted that the chi-sq value was significant<br />

thus suggesting a poor fit. However, this was to be expected, as chi-sq is sensitive to samples<br />

that exceed 200. Based on the other indices, it can be concluded that the data from the 18<br />

items produced an acceptable fit to the model.<br />

Exploratory Factor Structure of the 48-item Work Variables<br />

To facilitate the meaningful interpretation of the work variables surveyed, an<br />

exploratory factor analysis was conducted on the 48 items. The work items retained after the<br />

EFA and Scaled Reliability Analysis were reduced from 48 to 45 items, which loaded onto 8<br />

factors. These, together with the summary statistics obtained for each of these factors are<br />

described in Table 3 below. Given their acceptable Cronbach Alpha coefficients, they were<br />

subsequently used as the predictor variables for the 3 Commitment scales.<br />

Table 3. 8-Factor Solution based on Exploratory Factor Analysis (Principal Axis Factor<br />

Extraction,Varimax Rotation) of 48-item Work Variables following Scale Reliability<br />

Analysis<br />

745<br />

45 th Annual Conference of the <strong>International</strong> <strong>Military</strong> <strong>Testing</strong> <strong>Association</strong><br />

Pensacola, Florida, 3-6 November <strong>2003</strong>

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