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The use of cognitive ability measures as explanatory variables in regression analysis. | LitMetric

Cognitive ability measures are often taken as explanatory variables in regression analysis, e.g., as a factor affecting a market outcome such as an individual's wage, or a decision such as an individual's education acquisition. Cognitive ability is a latent construct; its true value is unobserved. Nonetheless, researchers often assume that a , constructed via standard psychometric practice from individuals' responses to test items, can be safely used in regression analysis. We examine problems that can arise, and suggest that an alternative approach, a "mixed effects structural equations" (MESE) model, may be more appropriate in many circumstances.

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http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4798751PMC
http://dx.doi.org/10.1186/2193-8997-1-4DOI Listing

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