Erica Swanson
Sensor Analytics CoE Lead
Erica is a Senior Data Scientist and leads ILW’s Sensor Analytics Center of Excellence (CoE), guiding cross-functional experts to design and deliver IIoT sensor solutions through a scalable, product-driven strategy and AI acceleration framework. Her work focuses on shaping enterprise IIoT strategy, identifying opportunities to differentiate capabilities and evolve successful implementations into repeatable, scalable offerings.
With more than 13 years of experience, Erica has built and led high-performing multidisciplinary teams that operationalize advanced analytics, machine learning, and statistical methodologies across government and commercial sectors. With a B.S. in Mathematics and an M.S. in Statistics, she brings deep expertise in time-series analysis, Industrial Internet of Things (IIoT), Machine Learning Operations (MLOps), and scalable data science architecture.
Erica has led game-changing advancements in IIoT and predictive maintenance, bridging advanced data science with stakeholder needs to transform complex data into actionable insights that drive business value and mission impact. Her ability to make sophisticated statistical and engineering concepts accessible to diverse audiences builds trust, strengthens collaboration, and enables informed decision-making.
Since joining ILW, Erica has made lasting contributions to the Data Science Practice, including authoring a widely used AI/Machine Learning Best Practices document. Recognized for technical excellence, innovation, and accountability, she is committed to developing others through leadership and mentorship while fostering a culture of collaboration, curiosity, and continuous learning.
Outside of work, Erica enjoys time with her young daughter, whose curiosity and limitless imagination keep her grounded and serve as a constant reminder to live in the moment. She is humbled daily by the beautiful mountains of Colorado and the remarkable diversity of wildlife where she calls home. Running and listening to music are her favorite ways to balance out the day.