Last updated: June 02, 2026
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MSBAi Curriculum: Single Source of Truth
Program: Master of Science in Business Analytics - Online (MSBAi)
Institution: Gies College of Business, University of Illinois
Launch: Fall 2026
Total Duration: 15 months (3 semesters + 1 summer)
Total Credits: 36
Format: 8-week courses within 16-week semesters
Common Thread: Python + Jupyter Notebooks across all courses
STEM Designation: Not STEM designated (pending formal confirmation with Lorena — see OPEN_QUESTIONS.md “Admissions & Marketing — From 5/28 Email”)
Course Development Status
Each course page carries a status badge. The convention:
| Status |
Meaning |
| Final |
Approved by instructor, ready for implementation |
| In Development |
Instructor actively building content; structure stable |
| Under Revision |
Significant changes expected from recent stakeholder input |
| Draft |
Initial outline; pending instructor review |
| Course |
Status |
Notes |
| BADM 554 |
In Development |
Vishal recording in progress |
| BDI 513 |
In Development |
Ron using textbook-first approach; overview videos only |
| FIN 550 |
In Development |
Xing completing remaining modules |
| BADM 557 |
Under Revision |
Gautam repositioning to frameworks-first; current page reflects prior approach |
| BADM 558 |
Draft |
Pending instructor review |
| BADM 576 |
Draft |
Pending instructor review |
| Agentic AI |
Draft |
Vishal (lead) + Mark Moran (co-instructor, placeholder) |
| Quantum Approaches for Decision Making |
Proposed |
Combined 8-wk course (confirmed 2026-06-01): Part 1 Quantum Cognition (Nathan Yang — v12 pending, awaiting Amanda review) + Part 2 Quantum Computing (Abhijeet Ghoshal — pending review) |
| Practicum |
Draft |
Structure outlined; detailed design pending |
Preparatory Coursework (Staggered Model — Confirmed 2026-05-18)
Preparatory coursework is staggered, with each module timed to the first course that applies it. Two tiers:
Required, proof of completion (gated by registration hold)
| Module |
Deadline |
Notes |
| GitHub + VS Code prep (DataCamp) |
Before Day 1 (BADM 554 Week 1) |
Foundational environment setup; required for all students |
| Gen AI literacy module |
End of Week 4 |
Self-study Canvas course; can run in parallel with BADM 554; required for all students |
Self-diagnostic (ungated, completion not required)
| Module |
Self-assessment by |
Notes |
| Python & Tools prep (Coursera — specific course TBD, Ron Guymon selecting) |
Before BDI 513 start (Fall 2026 Week 5) |
Replaces the prior DataCamp plan (DataCamp retained for GitHub prep only). Linked from a Canvas self-assessment module — content stays on Coursera, not migrated into Canvas. Quiz indicates whether the student should work through the prep course; scores not evaluated by the program |
| Exploring and Producing Data for Business Decision Making + Inferential and Predictive Statistics for Business (Coursera — University of Illinois; selected modules from BADM 572) |
Before FIN 550 start (Fall 2026 Week 9) |
Cover descriptive statistics, probability, sampling, hypothesis testing, regression. Only a curated portion is required (T&L-led), not the full MOOC. “Program Foundational Stats” ruled out (2026-05-22). Self-diagnostic quiz only |
Source: DECISIONS.md “Preparatory coursework: staggered completion model” (2026-05-18); “Prep course module structure and delivery model” (2026-05-22); “FIN 550 stats prep: BADM 572 MOOCs confirmed; Program Foundational Stats ruled out” (2026-05-22); “BDI 513 Python & Tools prep: Coursera replaces DataCamp” (2026-05-22).
Target student: Career pivoters (age 25-40) from technical/STEM or non-analytics backgrounds. See program/target_profile.md for full profile and admission criteria.
Program Timeline
Fall 2026 Semester (16 weeks)
Student Experience:
Spring 2027 Semester (16 weeks)
| Course |
Credits |
Weeks |
Instructor |
Notes |
| Quantum Approaches for Decision Making |
4 |
Weeks 1-8 |
Nathan Yang (Pt 1) / Abhijeet Ghoshal (Pt 2) |
Combined 8-wk course: Part 1 Quantum Cognition (wks 1-4, from Jan 19 / POT A), Part 2 Quantum Computing (wks 5-8, from Feb 15) |
| BADM 558 - Big Data Infrastructures |
4 |
Weeks 5-12 |
Ashish |
Feb 15 start. AWS, Spark, dbt, Redshift + Snowflake, data engineering with Python |
| Agentic AI for Analytics |
4 |
Weeks 9-16 |
Vishal / Mark Moran |
RAG, agentic systems, context engineering, LLMOps, AI governance |
| Semester Total |
12 |
|
|
|
Sequence revised 2026-06-01; POT dates confirmed 2026-06-02 (Maria Rodas with Ashish/Abhijeet/Nathan; POT dates per Heather Aldridge, iDegrees): the two 2-cr quantum courses are combined into one 4-cr 8-week course (POT A start Jan 19, 2027), BADM 558 shifts to a Feb 15 start (wks 5-12), and Agentic AI starts Mar 15 (POT B). Course number is BADM 590 — a temporary number intentionally shared by both new courses (Quantum Approaches + Agentic AI) for year 1; permanent distinct numbers assigned later. MLK Day (Jan 18) falls the day before POT A — Week 1 live/studio scheduling TBD. See DECISIONS.md “Spring 2027 sequence revised.”
Student Experience:
Concurrency note: the revised sequence creates two 8-credit concurrent stretches (wks 5-8, 9-12), heavier than the prior 6-cr symmetric design. Flagged for faculty deliverable-timing coordination in the wks 5-8 overlap (Quantum Pt 2 + BADM 558).
Summer 2027 (8 weeks)
| Course |
Credits |
Weeks |
Instructor |
Notes |
| BADM 557 - Business Intelligence |
4 |
Weeks 1-8 |
Gautam |
Case studies, BI, Power BI + Python, AI-augmented decisions |
| Summer Total |
4 |
|
|
|
Cumulative after Summer 2027: 28 credits
Fall 2027 Semester (16 weeks)
Program Total: 36 credits
Credit Breakdown
Core Courses (16 credits)
Advanced Courses (8 credits)
Required Electives (8 credits)
Practicum (4 credits)
| # |
Course |
Credits |
Semester |
| 9 |
Practicum |
4 |
Fall 2027 |
Faculty Assignments
Key Design Rules
1. 8-Week Courses in 16-Week Semesters
- Each course is 8 weeks long (half a traditional semester)
- Students take 2-3 courses per semester
- Courses can run in first half (weeks 1-8), second half (weeks 9-16), or straddle both (e.g., weeks 5-12)
2. Week Numbering Resets Each Semester
- Fall 2026: Weeks 1-16
- Spring 2027: Weeks 1-16
- Summer 2027: Weeks 1-8
- Fall 2027: Weeks 1-16
3. Straddling Courses
- BDI 513 (Fall 2026): Weeks 5-12 (straddles Fall 1 + Fall 2)
- Starts week 5 when BADM 554 content is established
- Ends week 12 before FIN 550 ramps up
4. Credit Distribution by Semester
- Fall 2026: 12 credits
- Spring 2027: 12 credits
- Summer 2027: 4 credits
- Fall 2027: 8 credits
This is the single source of truth for all program-level facts. All other documents should reference this file rather than duplicating program parameters.