Master the skills the job market is actually hiring for.

Follow a job-market-audited Role Path, move through a discipline end-to-end with a Career Pathway, or pursue a university-benchmarked Academic Certificate — each with a Basic → Intermediate → Advanced ladder, direct video learning bridges and a capstone proof-of-work project.

Business Intelligence Engineer

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13 lessons3 levels1 capstone project
  • Build trustworthy analytical foundations with strong SQL and data-model design
  • Own reliable pipelines, governed metrics and self-service BI products
  • Lead experimentation, governance and AI-native analytics architecture at scale

Benchmark: AWS/Amazon BIE + Apple BI/data-product roles (current Sep 2026) Mastery ladder: 2 current-market competencies per level; 2 substantive learning bridges per competency (12 total).

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BASIC

Build trustworthy analytical foundations with strong SQL and data-model design

Advanced SQL querying, views, CTEs, partitioning and secure access

Coverage: SQL & Analytics / Databases / Data Engineering

Data modeling, schemas and scalable analytical foundations

Coverage: Data Modeling, Warehousing & Lakehouse / BI Engineering