Machine learning for the educational sciences

S Hilbert, S Coors, E Kraus, B Bischl, A Lindl… - Review of …, 2021 - Wiley Online Library
Abstract Machine learning (ML) provides a powerful framework for the analysis of high‐
dimensional datasets by modelling complex relationships, often encountered in modern …

The impact of physics teachers' pedagogical content knowledge and motivation on students' achievement and interest

MM Keller, K Neumann… - Journal of Research in …, 2017 - Wiley Online Library
This paper examines students' achievement and interest and the extent to which they are
predicted by teacher knowledge and motivation. Student achievement and interest are both …

From professional knowledge to professional performance: The impact of CK and PCK on teaching quality in explaining situations

C Kulgemeyer, J Riese - Journal of Research in Science …, 2018 - Wiley Online Library
In recent years, many studies have researched the impact of teachers' professional
knowledge on teaching quality. Those findings are still ambiguous providing unclear …

Effects of biology teachers' professional knowledge and cognitive activation on students' achievement

C Förtsch, S Werner, L von Kotzebue… - International Journal of …, 2016 - Taylor & Francis
This study examined the effects of teachers' biology-specific dimensions of professional
knowledge–pedagogical content knowledge (PCK) and content knowledge (CK)–and …

Professional knowledge affects action‐related skills: The development of preservice physics teachers' explaining skills during a field experience

C Kulgemeyer, A Borowski… - Journal of Research …, 2020 - Wiley Online Library
Professional knowledge is an important source of science teachers' actions in the classroom
(eg, personal professional content knowledge [pedagogical content knowledge, PCK] is the …

Learning to plan by learning to reflect?—Exploring relations between professional knowledge, reflection skills, and planning skills of preservice physics teachers in a …

C Vogelsang, C Kulgemeyer, J Riese - Education Sciences, 2022 - mdpi.com
Following concepts describing lesson planning as a form of anticipatory reflection,
preservice physics teachers' reflection skills are assumed to be positively connected with …

Testing the Consensus Model: relationships among physics teachers' professional knowledge, interconnectedness of content structure and student achievement

S Liepertz, A Borowski - International Journal of Science Education, 2019 - Taylor & Francis
The structure and definition of professional knowledge is a continuing focus of science
education research. In 2012, a pedagogical content knowledge (PCK) summit was held and …

A new instrument for measuring pre‐service biology teachers' pedagogical content knowledge: The PCK‐IBI

J Großschedl, V Welter, U Harms - Journal of Research in …, 2019 - Wiley Online Library
Teachers' pedagogical content knowledge (PCK) is highly important for effective design and
implementation of school teaching. Thus, the current status, development and efficacy of this …

Does it matter what we measure? Domain-specific professional knowledge of physics teachers

E Cauet, S Liepertz, A Borowski… - Schweizerische Zeitschrift …, 2015 - pedocs.de
Can we be confident that extensively validated tests for teachers on their professional
knowledge actually measure what matters for effective teaching? This study investigated the …

Effects of cognitive activation in biology lessons on students' situational interest and achievement

C Förtsch, S Werner, T Dorfner, L von Kotzebue… - Research in Science …, 2017 - Springer
Constructivism describes learning as an active process in which learners construct
organized knowledge in an active way (Loyens and Gijbels 2008; Mayer 2004, 2009). In …