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Elizabeth Herdter Smith, PhD, currently serves as Principal Data Scientist at KnowBe4, where responsibilities include building predictive models, data visualization, and mentoring junior team members. Prior experience includes roles as a Data Scientist at the Fish and Wildlife Research Institute, focusing on quantitative stock assessments, and as an Independent Contractor for Ocean Conservancy, performing statistical analyses and coordinating research efforts. Educationally, Elizabeth Herdter Smith holds a Ph.D. and M.S. in Marine Science from the University of South Florida, along with a Bachelor's degree in Biology from Boston University, and is pursuing a Data Science Nanodegree from Udacity. Previous positions also include various roles in research and fieldwork, demonstrating a strong background in data analysis and ecological studies.