Published onAugust 11, 2026Data Science Fundamentalsdata-sciencestatisticsmachine-learningcausal-inferenceexperimentationWhat a senior data scientist must know cold: statistics, experiment design, causal inference, metric craft, modeling judgment, and evaluation, plus one section on the 2026 market and one on interview prep.