An Alternative Approach to Cognitive and Achievement Relations Research: An Introduction to Quantile Regression | SpringerLink

An Alternative Approach to Cognitive and Achievement Relations Research: An Introduction to Quantile Regression | SpringerLinkhttps://link.springer.com/article/10.1007/s40817-020-00086-3An Alternative Approach to Cognitive and Achievement Relations Research: An Introduction to Quantile Regression•Daniel B. Hajovsky, Ethan F. Villeneuve, W. Joel Schneider & Jacqueline M. Caemmerer •Journal of Pediatric Neuropsychology (2020)Cite this article•14 Accesses•6 Altmetric•Metrics •detailsAbstractA large body of prior work shows that cognitive abilities and basic academic skills explain individual differences in performance on reading, writing, and math achievement measures. However, this research focuses exclusively on the average relations between cognitive and achievement scores without consideration of whether effects vary at different thresholds of academic performance. To address this limitation, we employed unconditional quantile regression to explore the effects of cognitive abilities and basic and intermediate academic skills on advanced achievement outcomes as a function of reading, writing, or math skill level in a large nationally representative sample of youth and adolescent children (N = 3891). Quantile regression is a methodological technique that allows for a more nuanced examination of whether differential effects along the distribution of an outcome skill exist, which often goes undetected when employin...
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