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Learning Analytics and Educational Data Mining

Learning Analytics and Educational Data Mining

Kristine Munoz

155,48 €
IVA incluido
Disponible
Editorial:
ASTRAL INTERNATIONAL PRIVATED LIMITED
Año de edición:
2025
Materia
Educación pedagogía
ISBN:
9781787153134
155,48 €
IVA incluido
Disponible

Selecciona una librería:

  • Librería Samer Atenea
  • Librería Aciertas (Toledo)
  • Kálamo Books
  • Librería Perelló (Valencia)
  • Librería Elías (Asturias)
  • Donde los libros
  • Librería Kolima (Madrid)
  • Librería Proteo (Málaga)
Sobre IBD

Foundations of Learning Analytics and EDM: Provide an overview of the foundational concepts theories and methods in learning analytics and educational data mining (EDM) including data collection preprocessing analysis and interpretation techniques. Data-driven Decision Making: Explore how learning analytics and EDM can inform data-driven decision-making processes in educational settings including student assessment curriculum design instructional strategies and personalized learning interventions. Predictive Modeling and Student Success: Discuss predictive modeling techniques used in learning analytics and EDM to identify patterns and trends in educational data predict student outcomes (e.g. performance retention) and provide early interventions to support student success. Ethical and Privacy Considerations: Address ethical and privacy considerations in the collection analysis and use of educational data for learning analytics and EDM including issues related to data privacy informed consent data ownership bias and fairness. Case Studies and Applications: Illustrate key concepts and methods with real-world case studies and examples of learning analytics and EDM applications in diverse educational contexts such as K-12 education higher education corporate training and online learning environments.

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