PhD and 1–3 years of experience (postdoc or industry) in molecular, cellular, quantitative, or systems biology applying mechanistic biology to computational research. Python Proficiency for exploratory data analysis and visualization. Causal Graph Construction for formalizing biological mechanisms into structured causal representations. Multi-Omics Expertise including transcriptomic, single-cell, spatial, and proteomic data, and awareness of experimental biases. Collaborative Modeling experience partnering with data scientists for therapeutic discovery or target identification.