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Teachers’ Learning Profiles in Learning Programming

The Big Picture

Dados Bibliográficos

ID22166398
AutoresMohammed Saqr (0000-0001-5881-3109, University of Eastern Finland, autor correspondente), Ville Tuominen (autor correspondente), Teemu Valtonen (0000-0002-1803-9865, University of Eastern Finland), Erkko Sointu (0000-0003-4001-7264, University of Eastern Finland), Sanna Väisänen (0000-0002-2981-912X, University of Eastern Finland), Laura Hirsto (0000-0002-8963-3036, University of Eastern Finland)
Ano2022
Volume7
Data de publicação2022-05-30
Peer ReviewedSim
Open AccessSim
TipoARTICLE
PeriódicoFrontiers in Education (JOURNAL)
Identificadores do periódicoISSN: 2504-284X • E-ISSN: 2504-284X
EditoraFrontiers Media SA (PUBLISHER • CH)
DOI10.3389/feduc.2022.840178
OpenAlexW4281665044
IdiomaEN
Citações recebidas1
Referências citadas38

Currently there is a need for studying learning strategies within Massive Open Online Courses | (MOOCs), especially in the context of in-service teachers. This study aims to bridge this gap and try to understand how in-service teachers approach and regulate their learning in MOOCs. In particular, it examines the strategies used by the in-service teachers as they study a course on how to teach programming. The study implemented a combination of unsupervised clustering and process mining in a large MOOC ( n = 27,538 of which 8,547 completed). The results show similar trends compared to previous studies conducted within MOOCs, indicating that teachers are similar to other groups of students based on their learning strategies. The analysis identified three subgroups (i.e., clusters) with different strategies: (1) efficient ( n = 3596, 42.1%), (2) clickers ( n = 1785, 20.9%), and (3) moderates ( n = 3,166, 37%). The efficient students finished the course in a short time, spent more time on each lesson, and moved forward between lessons. The clickers took longer to complete the course, repeated the lessons several times, and moved backwards to revise the lessons repeatedly. The moderates represented an intermediate approach between the two previous clusters. As such, our findings indicate that a significant fraction within teachers poorly regulate their learning, and therefore, teacher education should emphasize learning strategies and self-regulating learning skills so that teacher can better learn and transfer their skills to students

Cluster analysis · Mathematics education · Computer Science · E-Learning and Knowledge Management · Online Learning and Analytics · Psychology · Software Engineering Research · Artificial Intelligence

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Obras citantes distintas1
Citações por ano1
Intervalo de citações2026 - 2026 (1)
Velocidade de citaçãocurrent
Altamente citadoNão
Tipos de citaçãoNeutras: 1
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