Measuring Learning Progress for Serving Immediate Feedback Needs: Learning Process Quantification Framework (LPQF)

Research output: Chapter in Book/Report/Conference proceedingConference paper

Abstract

Our earlier research attempts to close the gap between learning behavior analytics based dashboard feedback and learning theories by grounding the idea of dashboard feedback onto learning science concepts such as feedback, learning goals, (socio-/meta-) cognitive mechanisms underlying learning processes. This work extends the earlier research by proposing mechanisms for making those concepts and relationships measurable. The outcome is a complementary framework that allows identifying feedback needs and timing for their provision in a generic context that can be applied to a certain subject in a given LMS. The research serves as general guidelines for educators in designing educational dashboards, as well as a starting research platform in the direction of systematically matching learning sciences concepts with data and analytics concepts.

Original languageEnglish
Title of host publicationAddressing Global Challenges and Quality Education - 15th European Conference on Technology Enhanced Learning, EC-TEL 2020, Proceedings
EditorsCarlos Alario-Hoyos, María Jesús Rodríguez-Triana, Maren Scheffel, Inmaculada Arnedillo-Sánchez, Sebastian Maximilian Dennerlein
Pages443-448
Number of pages6
DOIs
Publication statusPublished - 1 Jan 2020
Event15th European Conference on Technology-Enhanced Learning: EC-TEL-Impact 2020 - Virtuell, Heidelberg, Germany
Duration: 14 Sep 202018 Sep 2020
Conference number: 15
http://www.ec-tel.eu/index.php?id=957

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume12315 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference15th European Conference on Technology-Enhanced Learning
Abbreviated titleECTEL 2020
CountryGermany
CityVirtuell, Heidelberg
Period14/09/2018/09/20
Internet address

Keywords

  • Dashboards
  • Feedback automation
  • Learning analytics
  • Measuring learning progress
  • Process-oriented feedback

ASJC Scopus subject areas

  • Theoretical Computer Science
  • Computer Science(all)

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