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
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
ICQE '21 conference presentation
Kate Scheuer
QE Sandbox session on operationalizing unit for Epistemic Network Analysis
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
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