# Karen Willcox **Domain:** Austin Research / People **Doc Type:** Research entity **Source basis:** Supplied research cluster with linked references; see the [[wiki/Austin Research Evidence Map|evidence map]] for verification scope. **Karen Willcox** became the second director of ICES in August 2018, according to Oden’s institutional history. Her research and leadership connect [[wiki/Reduced-Order Modeling|model reduction]], [[wiki/Scientific Machine Learning|scientific machine learning]], and predictive [[wiki/Digital Twin|digital twins]]. In the Austin cluster, this matters because a twin must repeatedly update a computational representation within practical time and resource constraints. Reduction, inference, and uncertainty assessment supply methods for making the loop useful beyond a static simulation. The institute’s twin research spans medicine, energy, aerospace, and national-security applications. ## Connected entries [[wiki/Oden Institute|Oden Institute]] · [[wiki/Reduced-Order Modeling|Reduced-Order Modeling]] · [[wiki/Digital Twin|Digital Twin]] · [[wiki/Scientific Machine Learning|Scientific Machine Learning]] · [[wiki/Center for Autonomy|Center for Autonomy]] ## Sources and corpus context - [[research/The Austin Executable Loop|The Austin Executable Loop — master document]] - [[research/Oden Institute - The Austin Succession Stack|Oden Institute - The Austin Succession Stack]] - [Artificial Intelligence for Science — Oden Institute](https://www.oden.utexas.edu/research/crosscutting-research-areas/artificial-intelligence-for-science/) - [Scientific Machine Learning and Data-Driven Model Reduction for a Predictive Digital Twin](https://kiwi.oden.utexas.edu/research/digital-twin) - [After a Decade of Pioneering Digital Twin Research, UT Emerges as a Global Leader in AI for Science](https://news.utexas.edu/2026/02/27/pioneering-ai-for-science-why-ut-is-a-digital-twin-powerhouse/) - [Oden Institute History](https://oden.utexas.edu/about/history/) **Cluster:** [[wiki/Austin Executable Loop|Austin Executable Loop]] · [[wiki/Austin Research Evidence Map|Austin Research Evidence Map]]