Multi-dimensional competency assessment for the Analytics Engineer 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: SQL querying, data modeling, dbt (data build tool), ETL pipeline development, Python programming, data warehouse architecture (e.g., Snowflake, BigQuery, Redshift), version control with Git, data visualization with BI tools (e.g., Looker, Tableau).
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