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This chapter examines how data analytics can be leveraged to enhance immersive teacher simulations, situating this inquiry within the broader learning sciences discourse on embodied cognition, data-informed feedback, and teacher…

Human-Computer Interaction · Computer Science 2026-01-15 Sumin Hong , Jewoong Moon , Taeyeon Eom , Juno Hwang , Jibeom Seo

In the popular imagination, science and technology are often seen as fields of knowledge production critical to social progress and a cooperative future. This optimistic portrayal of technological advancement also features prominently in…

Developing students as well-rounded professionals is increasingly important for our modern society. Although there is a great consensus that technical and professional ("soft") skills should be developed and intertwined in the core of…

Rapid advances in artificial intelligence (AI) are reshaping how students imagine, explore, and prepare for STEM careers across K-16 education. As AI systems increasingly influence feedback, advising, and access to information about…

Computers and Society · Computer Science 2026-03-04 Sugana Chawla , Si Chen , Julia Qian , Gina Svarovsky , Alison Cheng , Rick Johnson , Nitesh V. Chawla , Ronald Metoyer

A difficult challenge in physics education is to design professional development programs for teachers, which can lead to fundamental changes in their practise. We report all activities for physics teachers in the context of the National…

Teachers are important to imparting knowledge and guiding learners, and the role of large language models (LLMs) as potential educators is emerging as an important area of study. Recognizing LLMs' capability to generate educational content…

Artificial Intelligence · Computer Science 2024-08-21 Yuyan Chen , Chenwei Wu , Songzhou Yan , Panjun Liu , Haoyu Zhou , Yanghua Xiao

We discuss parallels between students and teachers in the process of pedagogical reform. Reform aims for students to develop their own process for becoming independent learners, and to gain personal ownership. Likewise teachers can develop…

History and Overview · Mathematics 2020-03-18 Mai Gehrke , David Pengelley

The rise of AI, especially Large Language Models, presents challenges and opportunities to integrate such technology into the classroom. AI has the potential to revolutionize education by helping teaching staff with various tasks, such as…

Human-Computer Interaction · Computer Science 2025-07-01 Jarne Thys , Sebe Vanbrabant , Davy Vanacken , Gustavo Rovelo Ruiz

This study examines the integration of digital collaborative tools and structured peer evaluation in the Machine Learning for Health master's program, through the redesign of a Biomedical Image Processing course over two academic years. The…

Machine Learning · Computer Science 2025-09-03 Caterina Fuster-Barcelo , Gonzalo R. Rios-Munoz , Arrate Munoz-Barrutia

Professional development (PD) serves as the cornerstone for teacher tutors to grasp content knowledge. However, providing equitable and timely PD opportunities for teachers poses significant challenges. To address this issue, we introduce…

Computers and Society · Computer Science 2025-07-09 Kaiqi Yang , Hang Li , Yucheng Chu , Ahreum Han , Yasemin Copur-Gencturk , Jiliang Tang , Hui Liu

A zoo of deep nets is available these days for almost any given task, and it is increasingly unclear which net to start with when addressing a new task, or which net to use as an initialization for fine-tuning a new model. To address this…

Machine Learning · Computer Science 2019-04-12 Iou-Jen Liu , Jian Peng , Alexander G. Schwing

The shortage of people trained in STEM fields is becoming acute, and universities and colleges are straining to satisfy this demand. In the case of computer science, for instance, the number of US students taking introductory courses has…

Secondary school students in the United States continue to underachieve in mathematics and science. Improving teacher quality is a core component of improving student achievement. Here we report on a professional development program, the…

Physics Education · Physics 2016-07-27 Jeffrey A. Phillips , M. Catherine McElwain , Katharine W. Clemmer

For educational institutions in STEM areas, the provision of practical learning scenarios is, traditionally, a major concern. In the 21st century, the explosion of ICTs, as well as the universalization of low-cost hardware, have allowed the…

Computers and Society · Computer Science 2025-01-27 Ricardo M. Fernandez , Felix Garcia-Loro , Gustavo Alves , Africa Lopez-Rey , Russ Meier , Manuel Castro

Information access systems such as search engines and generative AI are central to how people seek, evaluate, and interpret information. Yet most systems are designed to optimise retrieval rather than to help users develop better search…

Human-Computer Interaction · Computer Science 2026-01-14 David Elsweiler

The Documentational Approach To Didactics (DAD) aims to study teachers' professional development through their interactions with their resources for/from teaching. It has been introduced in the French community of didactics of mathematics…

History and Overview · Mathematics 2021-01-01 Luc Trouche

At large research universities in the USA, introductory physics labs are often run by graduate student teaching assistants (TAs). Thus, efforts to reform introductory labs should address the need for effective and relevant TA professional…

Physics Education · Physics 2024-03-05 Danny Doucette , Russell Clark , Chandralekha Singh

Educators are more than workers within educational systems; they are stewards of educational systems. They must analyze student performance data, identify patterns that inform targeted interventions and personalized learning plans,…

Mentoring software is a pivotal innovation in addressing critical challenges in teacher development within educational institutions. This study explores the transformative potential of digital mentoring platforms, evaluating their impact on…

Computers and Society · Computer Science 2025-02-19 Ramiro Pesina

Educational Data Mining (EDM) has emerged as a vital field of research, which harnesses the power of computational techniques to analyze educational data. With the increasing complexity and diversity of educational data, Deep Learning…

Machine Learning · Computer Science 2024-06-12 Yuanguo Lin , Hong Chen , Wei Xia , Fan Lin , Zongyue Wang , Yong Liu