[PDF][PDF] Epistemic network analysis and ordered network analysis in learning analytics

Y Tan, Z Swiecki, AR Ruis… - … Analytics Methods and …, 2024 - library.oapen.org
This chapter provides a tutorial on conducting epistemic network analysis (ENA) and
ordered network analysis (ONA) using R. We introduce these two techniques together …

Cracking the code of learning gains: Using Ordered Network Analysis to Understand the Influence of Prior Knowledge

AF Zambrano, A Barany, J Ocumpaugh… - International Conference …, 2023 - Springer
Prior research has shown that digital games can enhance STEM education by providing
learners with immersive and authentic scientific experiences. However, optimizing the …

Transmodal Analysis

D Shaffer, Y Wang, A Ruis - Journal of Learning Analytics, 2025 - learning-analytics.info
Learning is a multimodal process, and learning analytics (LA) researchers can readily
access rich learning process data from multiple modalities, including audio-video recordings …

Analysing Verbal Communication in Embodied Team Learning Using Multimodal Data and Ordered Network Analysis

L Zhao, Y Tan, D Gašević, DW Shaffer, L Yan… - … Conference on Artificial …, 2023 - Springer
In embodied team learning activities, students are expected to learn to collaborate with
others while freely moving in a physical learning space to complete a shared goal. Students …

Approaches to Code Selection for Epistemic Networks

D Árva, A Jeney, D Dunai, D Major, A Cseh… - International Conference …, 2023 - Springer
When employing unified, quantitative-qualitative methods such as Epistemic Network
Analysis (ENA), the relative frequency of codes and their co-occurrence is of interest …

Examining Student Conceptualizations of Intersectional Identities Across Global Contexts via Epistemic Network Analysis (ENA)

VR Mallikaarjun, U Mahmud, SM Ravitch - International Conference on …, 2023 - Springer
Intersectional identity theory, also known as intersectionality, asserts that an individual's
unique combination of identities both mediates and is mediated by their sociocultural …

How Do Secondary Students Engage in Complex Problem-Solving Processes in a STEM Project?.

B Wu, Y Hu, X Yu, M Sun, H Xie, Z Li, M Wang - Knowledge Management & E …, 2023 - ERIC
STEM education emphasizes improving student learning by linking abstract knowledge with
real-world problems and engaging students in authentic projects to solve real-world …

Revealing Networks: Understanding Effective Teacher Practices in AI-Supported Classrooms using Transmodal Ordered Network Analysis

C Borchers, Y Wang, S Karumbaiah, M Ashiq… - Proceedings of the 14th …, 2024 - dl.acm.org
Learning analytics research increasingly studies classroom learning with AI-based systems
through rich contextual data from outside these systems, especially student-teacher …

An Examination of Student Loan Borrowers' Attitudes Toward Debt Before and During COVID-19

D Bright, A Barany - International Conference on Quantitative Ethnography, 2022 - Springer
Research has robustly documented the long-term life impacts of student loan debt on
borrowers while in college and post-graduation. During the pandemic, repayment policies …

Cracking the Code of Learning Gains: Using Ordered Network Analysis to Understand the Influence of Prior Knowledge

N Nasiar, S Hutt, A Goslen, J Rowe… - … , Australia, October 8 …, 2023 - books.google.com
Prior research has shown that digital games can enhance STEM education by providing
learners with immersive and authentic scientific experiences. However, optimizing the …