Last updated: March 26, 2026

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MSBAi Course Names

This document tracks course naming for the MSBAi online program. All program materials currently use official university catalog names. Proposed MSBAi-specific names are documented below for future formal rename requests.


Current Names (Official Catalog)

These are the names used across the site, curriculum documents, and all official communications.

Course Official Catalog Name Credits
BADM 554 Enterprise Database Management 4
BDI 513 Data Storytelling 4
FIN 550 Big Data Analytics in Finance 4
BADM 557 Business Intelligence 4
BADM 558 Big Data Infrastructure 4
BADM 576 Data Science and Analytics 4
Agentic AI for Analytics (new course — no catalog name) 2
Quantum Computing for Optimization (new course — no catalog name) 2
General Elective (student choice from iMBA catalog) 4
Capstone/Practicum (TBD) 4

Proposed MSBAi Names (Future)

These names better reflect MSBAi’s AI-first, career-pivoting positioning. They will be used once formal rename approval is obtained through the university process.

Course Catalog Name Proposed MSBAi Name Rationale
BADM 554 Enterprise Database Management Data Foundations “Enterprise Database Management” too narrow — course includes ETL, Python, not just databases. “Foundations” clearer for career pivoters.
FIN 550 Big Data Analytics in Finance Predictive Analytics for Business MSBAi drops causal inference; “Predictive Analytics” accurately describes ML focus; “Big Data” dated; broadens beyond finance.
BADM 557 Business Intelligence Business Intelligence with AI Adding “with AI” signals the AI-first repositioning. Content is frameworks-to-insights via AI, not traditional BI tool instruction.
BADM 576 Data Science and Analytics Data Science & Machine Learning More specific about the ML focus (ensembles, NLP, neural nets, MLOps/LLMOps).
BADM 558 Big Data Infrastructure Data Engineering (tentative) More recognizable job title; “Big Data” less trendy. Hold for first cohort feedback.

Rename History

Date Change Rationale
2026-03-26 Reverted all courses to official catalog names Use catalog names until formal rename approved. Decision driven by need for consistency with Amanda/registrar paperwork.
2026-03-06 BADM 557: “Decision Intelligence with AI” → “Business Intelligence with AI” “Decision Intelligence” caused confusion; “Business Intelligence” is the established term.
2026-02 BADM 554: “Enterprise Database Management” → “Data Foundations” Better reflects course content for career pivoters.
2026-02 FIN 550: “Big Data Analytics in Finance” → “Predictive Analytics for Business” Drops causal inference; broadens beyond finance.

This document will be updated as naming decisions are made. The two new courses (Agentic AI, Quantum Computing) have no catalog precedent and keep their current names.