Analyses & Modeling
Readings
Approaches to Code Selection for Epistemic Networks.
Dorottya Árva, Anna Jeney, Dunai Diána, David Major, Annamária Cseh, and Szilvia Zörgő (2023). Advances in Quantitative Ethnography. Communications in Computer and Information Science, Vol 1895. Eds. Arastoopour Irgens G and Knight S. pp 409-425. Cham, Switzerland: Springer Nature.
Guidance on selecting codes to be included in an ENA model (if one is working with a multitude of codes)
Shaffer, D. W., Collier, W., & Ruis, A. R. (2016). Journal of Learning Analytics, 3(3), 9-45.
Theory behind ENA; Process of network construction; Example analysis using the ENA web tool
Shaffer, D. & Ruis, A. (2017). Handbook of learning analytics. pp. 175-187. Society for Learning Analytics Research (SoLAR).
Epistemic Frame Theory; Process by which ENA creates network models
Bowman, D., Swiecki, Z., Cai, Z., Wang, Y., Eagan, B., Linderoth, J., & Shaffer, D. W. (2021) In: Advances in Quantitative Ethnography. Communications in Computer and Information Science Series. Vol. 1312., pp 91-105. Cham, Switzerland: Springer Nature.
Transformations that constitute ENA in formal mathematical terms
Incorporating Sentiment Analysis with Epistemic Network Analysis to Enhance Discourse Analysis of Twitter Data.
Misiejuk, K., Scianna, J., Kaliisa, R., Vachuska, K., & Shaffer, D. W. (2021) In: Advances in Quantitative Ethnography. Communications in Computer and Information Science Series. Vol. 1312., pp 375-389. Cham, Switzerland: Springer Nature.
Using sentiment analysis as metadata and as discourse codes; Model assessment, interpretability
Wang, Y., Swiecki, Z., Ruis, A. R., & Shaffer, D. W. (2021) In: Advances in Quantitative Ethnography. Communications in Computer and Information Science Series. Vol. 1312., pp 137-151. Cham, Switzerland: Springer Nature.
Tool/technique for removing codes from an ENA model;
Retain interpretability compared to gold standard model
Brohinsky, J., Marquart, C., Wang, J., Ruis, A. R., & Shaffer, D. W. (2021) In: Advances in Quantitative Ethnography. Communications in Computer and Information Science Series. Vol. 1312., pp 106-121. Cham, Switzerland: Springer Nature.
Use case of Trajectory Epistemic Network Analysis (tENA)
Development of ENA trajectories; Challenges
Fogel, A., Swiecki, Z., Marquart, C., Cai, Z., Wang, Y., Brohinsky, J., et al. (2021) In: Advances in Quantitative Ethnography. Communications in Computer and Information Science Series. Vol. 1312., pp 122-136. Cham, Switzerland: Springer Nature.
Development of directed epistemic network graphs
Kamila Misiejuk (2022)
Step-by-step tutorial on how to use the ENA web tool
Videos
ICQE '21 conference presentation
Kate Scheuer
QE Sandbox session on operationalizing unit for Epistemic Network Analysis
Podcasts
Zach Swiecki @ The QE Podcast by the Learning Analytics program in the Department of Educational Psychology, University of Wisconsin-Madison
Background and framing of QE processes; Write-up of QE studies; Conditional exchangeability
Tools
Epistemic Network Analysis
Web tool
Weighted network models visualizing code co-occurrences
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