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Manifest variables

Directly observable or measurable indicators used to represent and quantify underlying latent variables in a structural model.

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Measurement model

Part of SEM specifying the relationships between latent variables and their observable indicators, assessing construct validity and reliability.

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Structural model

Component of SEM describing hypothesized causal relationships among the latent variables themselves, testing direct and indirect effects.

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Causal path

Theorized directional relationship between two variables in an SEM, represented by an arrow and quantified by a standardized regression coefficient.

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Composite reliability

Measure of internal consistency evaluating the coherence of indicators in representing a latent variable, superior to Cronbach's alpha in structural models.

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Convergent validity

Degree to which indicators of the same theoretical construct are strongly correlated, demonstrating that they adequately measure the same underlying concept.

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Discriminant validity

Statistical evidence that distinct latent variables measure different concepts, assessed through moderate or low inter-construct correlations.

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Fit indices

Statistical metrics (CFI, TLI, RMSEA, SRMR) evaluating the extent to which the theoretical model reproduces the structure of observed data.

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RMSEA

Root Mean Square Error of Approximation, a fit index penalizing model complexity, with values below 0.08 indicating acceptable fit.

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Mediating effect

Mechanism by which a variable influences another indirectly through a third variable, explaining the underlying causal process.

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Moderating effect

Variable that modifies the strength or direction of the relationship between two other variables, creating conditional interaction effects.

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PLS-SEM

Partial Least Squares Structural Equation Modeling, a variance-based approach favoring prediction and suited to small sample sizes or non-normal distributions.

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Measurement invariance

Statistical verification that a measurement instrument functions equivalently across different temporal or population groups.

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