My work integrates data science with chemistry: topology-guided analysis of molecular dynamics, learning macrostates from simulations, and NMF-based chemometrics for sequential spectroscopy. I model biochemical signaling and crystallization kinetics to translate molecular insights into drug discovery decisions.