Learning Analytics and Reading Profiles in Ecuador

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Authors: Carlos Alberto Espinosa-Pinos
Cited by: 0

Abstract

This repository contains the anonymized dataset (N=256) and the R analytical pipeline (CATPCA and K-means clustering) for the study of cognitive reading profiles in secondary education students. The research utilizes the PROLEC-SE-R battery to identify latent learning patterns through educational data mining techniques. It includes all necessary scripts for full methodology replication, including data preprocessing, non-linear dimensionality reduction, and cluster stability validation (bootstrap).

Fields of Study & Subjects

Online Learning and Analytics Reading and Literacy Development Learning Styles and Cognitive Differences

Publication details

Publication date
1 January 2026
Document type
Preprint