Ginkgo Bioworks Inc. interview preparation.

Minimum of 8 years’ experience working as a lawyer in a legal environment; years of experience in a high pressure law firm environment will be considered when determining minimum experience.

Ability to discern between low impact efforts and high impact efforts and make wise decisions about time management.

Directs resources efficiently towards company priorities, with cost control in mind.

Proficiency in Python and the scientific computing stack (NumPy, pandas, PyTorch/TensorFlow).

Demonstrated experience in supervised learning on biological datasets, including expertise in cross-validation and bias mitigation.

Knowledge of protein representations, including PLM embeddings (e.g., ESM, AbLang) and structural featurization.

in cheminformatics, computational chemistry, organic chemistry, medicinal chemistry, or a closely related quantitative field, plus 3 years of relevant industry or postdoctoral experience; or an M.S.

Strong practical experience in cheminformatics and reaction prediction, including experience with retrosynthesis, reaction-condition prediction, synthetic accessibility, or related workflows.

Experience working with reaction SMARTS, functional-group classification, molecular representations, and chemical structure data.