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They both may suggest a single factor but the CFA stats you are reporting reflect fit ... Some of those 8 items may not be reflective of the underlying factors as you intended ... Check the loadings and perhaps drop the appropriate items to watch the CFI go up and rmsea go down. Return here to let everyone know how you got on @drpaulburke


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Reverse code half the questions before computing alpha. The alpha formula assumes positive correlations all around.


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