Samantha is a graduate of the Macaulay Honors Program at Hunter College of the City University of New York, where she received a degree with a double major in Physics and Studio Art, and a minor in Mathematics. During her undergraduate career, Samantha was inducted into the Phi Beta Kappa International Academic Honor Society. She also received the Gillet Memorial Prize for excellence in Physics, the John P. McNulty Research Award for Leadership in Math and Science, and the Toulmin Healthcare Merit Scholarship, which supported her work in Biophotonics. Samantha’s research has focused on developing computational and optical tools to guide medical diagnostics. She spent four years as a research assistant at The Rockefeller University analyzing microscopic properties of tissue, applying feature engineering and machine learning techniques to characterize disease patterns for quantifiable metrics, and developing 3D-bioprinting assays. At Hunter’s Biomedical Photonics lab, Samantha spearheaded a project to extract diagnostic value from differences in cancer fractal geometric parameters. She applied these image processing and laser physics techniques as a part of the Harvard-MIT Wellman Center for Photomedicine, where she investigated the biocompatibility of integrating intracellular micro-resonators into a spheroid cancer model and developed a quantitative approach to track and tag these laser particles. As an NIH OxCam Scholar, in partnership with the NIBIB at the NIH and the Department of Theoretical Physics at Oxford University, Samantha will utilize the formalism of mathematics, mechanobiology, and quantum mechanics to uncover emergent geometrical properties that arise from the unique spatial distribution and growth of organotypic cells. Upon graduation she hopes to pursue an academic research career and become a professor at the university level.