Search results for "oppimisanalytiikka"
showing 5 items of 5 documents
Automatic Content Analysis of Computer-Supported Collaborative Inquiry-Based Learning Using Deep Networks and Attention Mechanisms
2020
Computer-supported collaborative inquiry-based learning (CSCIL) represents a form of active learning in which students jointly pose questions and investigate them in technology-enhanced settings. Scaffolds can enhance CSCIL processes so that students can complete more challenging problems than they could without scaffolds. Scaffolding CSCIL, however, would optimally adapt to the needs of a specific context, group, and stage of the group's learning process. In CSCIL, the stage of the learning process can be characterized by the inquiry-based learning (IBL) phase (orientation, conceptualization, investigation, conclusion, and discussion). In this presentation, we illustrate the potential of a…
Explainable Student Agency Analytics
2021
Several studies have shown that complex nonlinear learning analytics (LA) techniques outperform the traditional ones. However, the actual integration of these techniques in automatic LA systems remains rare because they are generally presumed to be opaque. At the same time, the current reviews on LA in higher education point out that LA should be more grounded to the learning science with actual linkage to teachers and pedagogical planning. In this study, we aim to address these two challenges. First, we discuss different techniques that open up the decision-making process of complex techniques and how they can be integrated in LA tools. More precisely, we present various global and local e…
Expectations for supporting student engagement with learning analytics : an academic path perspective
2021
There has been a growing interest in higher education to explore how learning analytics (LA) could be used to support student engagement. Providing actionable feedback with LA for students is an emerging area of research. Previous studies have commonly focused on course-level aspects of supporting engagement with LA, but students' perspectives have received limited attention. This study analyzed pre-service teachers’ needs and expectations for LA to support student engagement on the academic path level, which means observing the continuum of study periods and academic years. Qualitative content analysis was conducted for video-recorded student small-group conversations to analyze in-depth h…
Digital datafication of education
2021
Tässä kriittisessä esseessä luon yleiskatsauksen koulutuksen digitaalisen datafikaation erilaisiin muotoihin ja merkityksiin erityisesti kotimaisessa kontekstissa. Esseessä käyn läpi datafikaation suhdetta muihin koulutusta ohjaaviin trendeihin, erityisesti digitalisaatioon, oppimiskeskeisyyteen ja tulosvastuullisuuteen. Lisäksi tarkastelen datan ja datan diskursiivisen tuottamisen välistä epäsuhtaa, josta jatkan koulun dataintensiivisten käytäntöjen kautta tapahtuvan jatkuvan datankeruun luonnollistumisen tarkasteluun. Viimeisessä temaattisessa osiossa jäsennän elinikäisen oppimisen ideologian ja datafikaation välistä suhdetta. Esseen lopuksi esitän monilukutaidon pedagogiikkaan tukeutuen …