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A toolset for unsupervised assessment of learning outcomes

Year of publication

2023

Authors

Mailagaha Kumbure Mahinda; Stoklasa Jan; Luukka Pasi; Tarkiainen Anssi; Jantunen Ari

Abstract

To efficiently manage and (re)design the education events, it is necessary to determine what their effect on student’s learning is. Even though there are tools to reflect the level of knowledge of students on the output, the usability of such information for course design and optimization is limited. This paper presents an open-access set of tools that enable the analysis of the effects of learning events on the cognitive structures of their participants represented by cognitive maps. This unsupervised learning-outcome assessment approach operationalizes learning as changes in cognitive diversity, presence and strengths of causal relationships, etc., or robustness thereof.
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Organizations and authors

LUT University

Tarkiainen Anssi

Jantunen Ari Orcid -palvelun logo

Stoklasa Jan Orcid -palvelun logo

Mailagaha Kumbure Mahinda Orcid -palvelun logo

Luukka Pasi Orcid -palvelun logo

Publication type

Publication format

Article

Parent publication type

Journal

Article type

Original article

Audience

Scientific

Peer-reviewed

Peer-Reviewed

MINEDU's publication type classification code

A1 Journal article (refereed), original research

Publication channel information

Volume

18

Article number

100587

​Publication forum

91175

​Publication forum level

1

Open access

Open access in the publisher’s service

Yes

Open access of publication channel

Fully open publication channel

Self-archived

No

Other information

Fields of science

Computer and information sciences; Business and management

Keywords

[object Object],[object Object],[object Object],[object Object],[object Object]

Internationality of the publisher

International

International co-publication

Yes

Co-publication with a company

No

DOI

10.1016/j.simpa.2023.100587

The publication is included in the Ministry of Education and Culture’s Publication data collection

Yes