TY - CHAP TI - Epistemic Network Analysis: A Worked Example of Theory-Based Learning Analytics AU - Williamson Shaffer, David AU - Ruis, Andrew T2 - The Handbook of Learning Analytics A2 - Lang, Charles A2 - Siemens, George A2 - Wise, Alyssa Friend A2 - GaĊĦevic, Dragan AB - In this article, we provide a worked example of a theory-based approach to learning ana- lytics in the context of an educational game. We do this not to provide an ideal solution for others to emulate, but rather to explore the affordances of a theory-based - rather than data-driven - approach. We do so by presenting 1) epistemic frame theory as an approach to the conceptualization of learning; 2) data from an epistemic game, an approach to edu- cational game design based on epistemic frame theory; and 3) epistemic network analysis (ENA), a technique for analyzing discourse and other data for evidence of complex thinking based on the same theory. We describe ENA through a speci c analytic result, but our aim is to explore how this result exempli es what we consider a key "best practice" in the eld of learning analytics. CY - Alberta, Canada DA - 2017/// PY - 2017 ET - 1 SP - 175 EP - 187 PB - Society for Learning Analytics Research (SoLAR) SN - 978-0-9952408-0-3 UR - http://solaresearch.org/hla-17/hla17-chapter1 ER -