Prediction of Failure in a First-Year Degree in a Chilean University Based on Programming Support Guides Under an XAI Approach

Gaston Sepulveda, Billy Peralta, Marcos Levano, Pablo Schwarzenberg, Orietta Nicolis

Producción científica: Contribución a los tipos de informe/libroContribución a la conferenciarevisión exhaustiva

Resumen

This work examines whether the resolution of a programming guide is related to academic success in a introductory programming course at the Andrés Bello University (Chile). We investigated whether the guide, which consists of 52 exercises which are not mandatory to solve, helps predict the failure of the first test of this course by first-year students. Furthermore, the use of the unified SHAP and XAI framework is proposed to analyze and understand how programming guides influence student performance. The study includes a literature review of previous related studies, a descriptive analysis of the data collected, and a discussion of the practical and theoretical implications of the study. The results obtained will be useful to improve student support strategies and decision making related to the use of guides as an educational tool.

Idioma originalInglés
Título de la publicación alojadaChileCon 2023 - 2023 IEEE CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies
EditorialInstitute of Electrical and Electronics Engineers Inc.
ISBN (versión digital)9798350369533
DOI
EstadoPublicada - 2023
Evento2023 IEEE CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies, ChileCon 2023 - Hybrid, Valdivia, Chile
Duración: 5 dic. 20237 dic. 2023

Serie de la publicación

NombreProceedings - IEEE CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies, ChileCon
ISSN (versión impresa)2832-1529
ISSN (versión digital)2832-1537

Conferencia

Conferencia2023 IEEE CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies, ChileCon 2023
País/TerritorioChile
CiudadHybrid, Valdivia
Período5/12/237/12/23

Áreas temáticas de ASJC Scopus

  • Inteligencia artificial
  • Redes de ordenadores y comunicaciones
  • Hardware y arquitectura
  • Sistemas de información
  • Gestión y sistemas de información
  • Ingeniería energética y tecnologías de la energía
  • Ingeniería eléctrica y electrónica
  • Control y optimización

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