
IBM SPSS AMOS Series
In this session the scholars will learn how to report Measurement model that includes Model Fit Indices, Construct Reliability, Construct Validity including Convergent and Discriminant Validity.
In this session the scholars will learn how to report Measurement model that includes Model Fit Indices, Construct Reliability, Construct Validity including Convergent and Discriminant Validity.
Ingredients
Model Fit Statistics (CMIN/df, GFI, CFI, TLI, SRMR, and RMSEA)
Confirmatory Factor Analysis (CFA) was computed using AMOS to test the measurement models. As part of confirmatory factor analysis, factor loadings were assessed for each item, one item (LS5) was removed due to low factor loadings (< .50). The model-fit measures were used to assess the model’s overall goodness of fit (CMIN/df, GFI, CFI, TLI, SRMR, and RMSEA) and all values were within their respective common acceptance levels (Ullman, 2001; Hu and Bentler, 1998, Bentler, 1990). The three-factor model (Authentic leadership, Ethical Leadership, and Life Satisfaction) yielded good fit (Table 1) for the data: CMIN/df = , GFI = , CFI = , TLI = , SRMR = , and RMSEA=.
Construct Reliability was assessed using Cronbach’s Alpha and Composite Reliability. Cronbach Alpha for each construct in the study was found over the required limited of .70 (Nunnally and Bernstein, 1994). Composite reliabilities ranged from _____ to _____, above the 0.70 benchmark (Hair et al., 2010). Hence, construct reliability was established for each construct in the study.
Convergent validity of scale items was estimated using Average Variance extracted (Fornell & Larcker,1981). The average variance-extracted values were above the threshold value of 0.50 (Fornell & Larcker,1981) Therefore, the scales used for the present study have the required convergent validity.
Discriminant validity in the study was assessed using Fornell and Larcker Criterion and Heterotrait-Monotrait (HTMT) Ratio. According to Fornell and Larcker criterion, discriminant validity is established when the square root of AVE for a construct is greater than its correlation wit the other constructs in the study. However, Fornell and Larcker criterion has recently been criticized and a new method to assess the discriminant validity that is HTMT ratio is increasingly utilizedIn the present study, discriminant validity is not entirely established using Fornell and Larcker criterion. However, when assessed using HTMT ratio, all ratios were less than the required limit of .85 (Henseler et al., 2015). Hence, discriminant validity was established.