BADM 554 — Data Foundations
Fall 2026 · 8 weeks · MSBAi · Canvas 56880
186
Concepts
169 core + 17 studio
9
Outcomes
3 L / 4 C / 2 E
8
Modules
8 weeks
23
Resources
chapters, videos, labs
Course Specs
Outcomes, misconceptions, evidence types, guardrails
9 outcomes, 8 misconceptions, 8 guardrails
Learning Graph
Concept DAG with taxonomy filtering
186 concepts, 8 taxonomies
Content Generation
Generate chapters, quizzes, MicroSims via Claude Code skills
0 generated
Canvas Manager
View, create, and push modules to Canvas 56880
8 weekly modules
Student Pathway
Adaptive pathway viewer for student profiles
3 holdout profiles
Student Progress
Mastery gauges per outcome from Supabase
Connected to survey bot
Concept Distribution by Taxonomy
8-Week Course Timeline
Project kickoff: database design walkthrough + SQLFiddle setup
SQL deep-dive: JOIN patterns + common mistakes, AI for SQL debugging
ER diagram workshop in DrawIO + normalization decision-making
pandas fundamentals + AI for debugging DataFrames
ETL pipeline workshop: error handling + logging best practices
MongoDB Compass + real API integration (Yelp/weather)
AWS RDS setup walkthrough + EXPLAIN plan analysis
Final presentations + portfolio feedback