‘A Little Knowledge is a Dangerous Thing’: A method to automatically detect knowledge compartmentalization and oversimplification

PEREIRA, CRYSTIAM KELLE ; NUNES, BERNARDO PEREIRA ; SIQUEIRA, Sean W. M. ; MANRIQUE, RUBEN ; MEDEIROS, JERRY FERNES . `A Little Knowledge is a Dangerous Thing?: A method to automatically detect knowledge compartmentalization and oversimplification. In: 2020 IEEE 20th International Conference on Advanced Learning Technologies (ICALT), 2020, Tartu. 2020 IEEE 20th International Conference on Advanced Learning Technologies (ICALT), 2020. p. 140-144. doi: 10.1109/ICALT49669.2020.00048


‘A Little Knowledge is a Dangerous Thing’: A method to automatically detect knowledge compartmentalization and oversimplification

Authors

Crystiam Kelle Pereira (UNIRIO)
Bernardo Pereira Nunes (ANU & UNIRIO)
Sean Wolfgand Matsui Siqueira (UNIRIO)
Ruben Manrique (UNIANDES)
Jerry Fernandes Medeiros (UNIRIO)

Abstract

Simplification is a common practice to allow students to understand complex concepts. However, such practice may lead to oversimplification and knowledge compartmentalization problems. This paper proposes a method to minimize the effects of oversimplification and knowledge compartmentalization through a five-step processing chain, following instructional design principles, to foster advanced knowledge acquisition. The proposed method was applied to online courses and a discussion for an example of a Data Science course is provided to show its applicability.

Keywords:

Learning complexity, Concepts sequencing, Oversimplification, Knowledge compartmentalization

 

doi: 10.1109/ICALT49669.2020.00048