Track 5. Learning Analytics: The good, the bad and the ugly
Authors: Mikel Villamañe, Ainhoa Alvarez, Mikel Larrañaga, Jessica Caballero and Oscar Hernández-Rivas
https://youtu.be/SMv8GxNotT0
Introduction to ArtificiaI Intelligence in Higher Education
Using Visual Learning Analytics to Support Competence-based Learning
1. TEEM 2018 – 25th October 2018
TEEM 2018 – 25th October 2018
Using Visual Learning Analytics to
Support Competence-based Learning
Mikel Villamañe, Ainhoa Álvarez, Mikel Larrañaga,
Jessica Caballero, Oscar Hernández-Rivas
University of the Basque Country UPV/EHU
2. TEEM 2018 – 25th October 2018
• Research on Intelligent Tutoring Systems
– Domain to be learnt
– Pedagogical strategies
– Student modeling
– Assessment
Background
2
3. TEEM 2018 – 25th October 2018
• Improve education in Computer Engineering
• Educational Innovation Projects
- Final Year Project
- Modules of the grade
- Introduction to Programming
- Object Oriented Programming
- Databases
- …
In the last few years …
3
4. TEEM 2018 – 25th October 2018
• Adjust the rubric-based assessment
Improving the assessment of FYPs
4
PROJECT’S
GRADE
SUPERVISOR EVALUATION
BOARD
Init _Report
Design
Attitude
Final_Report
Defense
Complexity
5. TEEM 2018 – 25th October 2018
• Visual Learning analytics for rater/rating
monitoring
Assessment fairness
5
6. TEEM 2018 – 25th October 2018
COBLE: Competence-Based Learning Environment
Improve Learning in CE Modules
6
8. TEEM 2018 – 25th October 2018
• Formative assessment vs End-of-unit or chapter
tests
• Student model
– Measure student’s mastery level
– Bayesian Knowledge Tracing
Formative assessment
8
9. TEEM 2018 – 25th October 2018
TEEM 2018 – 25th October 2018
Using Visual Learning Analytics to Support
Competence-based Learning
THANK YOU
Contact: mikel.v@ehu.eus
ainhoa.alvarez@ehu.eus
mikel.larranaga@ehu.eus
http://galan.ehu.eus
Editor's Notes
ITS- computer system that aims to provide immediate and customized instruction and feedback to learners
Apply our experience and lessons learnt with aim of improving education in computer engineering
Big concern
*Estamos trabajando en el desarrollo de un entorno orientado al aprendizaje basado en competencias al que le hemos integrado aspectos relacionados con learning analytics
Una vez que selecciona la asignatura y el grupo que quiere analizar, el profesor puede ver mediante diferentes gráficos lo que está ocurriendo en su asignatura. Actualmente estamos trabajando con la información recogida sobre los ejercicios
*Puede ver la información sobre un estudiante, un grupo o comparaciones entre grupos o entre un estudiante y un grupo.
*Puede seleccionar qué elementos concretos quiere visualizar
*Puede seleccionar el tipo de gráfica (hemos realizado experimentos y hemos visto que dependiendo de su background o incluso la asignatura, no siempre prefieren lo mismo los profesores. Pueden tener una por defecto que modifican de acuerdo a las necesidades concretas de un momento.