Multi-dimensional competency assessment for the Data Scientist role — Cognitive Aptitude (numerical & logical reasoning), Role Knowledge, Situational Judgement and a hands-on auto-graded Coding round. Proctored; produces a competency profile, not a single MCQ score. Skills assessed: statistics & probability, machine learning, model evaluation, feature engineering, pandas/numpy, SQL, overfitting/regularization, experiment design.
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